{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\"categories\": [{\"name\": \"building_\", \"score\": 0.25390625, \"detail\": {\"landmarks\": []}}, {\"name\": \"others_\", \"score\": 0.00390625}, {\"name\": \"outdoor_\", \"score\": 0.01171875, \"detail\": {\"landmarks\": []}}], \"color\": {\"dominantColorForeground\": \"Grey\", \"dominantColorBackground\": \"Grey\", \"dominantColors\": [\"Grey\", \"White\"], \"accentColor\": \"505926\", \"isBwImg\": false, \"isBWImg\": false}, \"description\": {\"tags\": [\"text\", \"sky\", \"outdoor\"], \"captions\": [{\"text\": \"a large white building with columns\", \"confidence\": 0.3788532018661499}]}, \"requestId\": \"f9d96e38-a6b8-4e86-9355-a0733d6372ec\", \"metadata\": {\"height\": 277, \"width\": 564, \"format\": \"Jpeg\"}}\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 1.分析远程图像\n",
    "\n",
    "import requests\n",
    "\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import json\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "endpoint = \"https://api-computer-zjy.cognitiveservices.azure.com/\"\n",
    "subscription_key = \"e0be96ea54e54f349c2d4fee45792071\"\n",
    "\n",
    "# base url\n",
    "analyze_url = endpoint+ \"vision/v3.1/analyze\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://timgsa.baidu.com/timg?image&quality=80&size=b9999_10000&sec=1603532338977&di=8662844e055aee76bc3d99e4d05a1e4e&imgtype=0&src=http%3A%2F%2Fimg3.imgtn.bdimg.com%2Fit%2Fu%3D3609630768%2C51207718%26fm%3D214%26gp%3D0.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "# 参数\n",
    "params = {'visualFeatures': 'Categories,Description,Color'}\n",
    "# 请求主体body\n",
    "data = {'url': image_url}\n",
    "response = requests.post(analyze_url, headers=headers,params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The most\n",
    "# relevant caption for the image is obtained from the 'description' property.\n",
    "analysis = response.json()\n",
    "print(json.dumps(response.json()))\n",
    "image_caption = analysis[\"description\"][\"captions\"][0][\"text\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the caption.\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(image_caption, size=\"x-large\", y=-0.1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'categories': [{'name': 'building_', 'score': 0.29296875, 'detail': {'landmarks': []}}, {'name': 'building_pillar', 'score': 0.4765625, 'detail': {'landmarks': []}}, {'name': 'outdoor_', 'score': 0.00390625, 'detail': {'landmarks': []}}], 'color': {'dominantColorForeground': 'Grey', 'dominantColorBackground': 'Grey', 'dominantColors': ['Grey', 'White'], 'accentColor': '448776', 'isBwImg': False, 'isBWImg': False}, 'description': {'tags': ['outdoor', 'sky', 'road', 'building', 'street', 'government building', 'arch', 'colonnade'], 'captions': [{'text': 'a large stone archway', 'confidence': 0.31689056754112244}]}, 'requestId': '96d20c72-4189-46e0-97e6-bcf517f9338d', 'metadata': {'height': 411, 'width': 567, 'format': 'Jpeg'}}\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 2.分析本地图片\n",
    "\n",
    "import os\n",
    "import sys\n",
    "import requests\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Set image_path to the local path of an image that you want to analyze.\n",
    "image_path = \"C:/Users/timg.jpg\"\n",
    "# Read the image into a byte array\n",
    "image_data = open(image_path, \"rb\").read()\n",
    "headers = {'Ocp-Apim-Subscription-Key': \"e0be96ea54e54f349c2d4fee45792071\",\n",
    "           'Content-Type': 'application/octet-stream'}\n",
    "params = {'visualFeatures': 'Categories,Description,Color'}\n",
    "response = requests.post(\n",
    "    analyze_url, headers=headers, params=params, data=image_data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The most\n",
    "# relevant caption for the image is obtained from the 'description' property.\n",
    "analysis = response.json()\n",
    "print(analysis)\n",
    "image_caption = analysis[\"description\"][\"captions\"][0][\"text\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the caption.\n",
    "image = Image.open(BytesIO(image_data))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(image_caption, size=\"x-large\", y=-0.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Thumbnail is 100-by-100\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 3.生成缩略图\n",
    "import os\n",
    "import sys\n",
    "import requests\n",
    "# If you are using a Jupyter notebook, uncomment the following line.\n",
    "# %matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Add your Computer Vision subscription key and endpoint to your environment variables.\n",
    "# if 'COMPUTER_VISION_SUBSCRIPTION_KEY' in os.environ:\n",
    "#     subscription_key = os.environ['COMPUTER_VISION_SUBSCRIPTION_KEY']\n",
    "# else:\n",
    "#     print(\"\\nSet the COMPUTER_VISION_SUBSCRIPTION_KEY environment variable.\\n**Restart your shell or IDE for changes to take effect.**\")\n",
    "#     sys.exit()\n",
    "\n",
    "# if 'COMPUTER_VISION_ENDPOINT' in os.environ:\n",
    "#     endpoint = os.environ['COMPUTER_VISION_ENDPOINT']\n",
    "\n",
    "thumbnail_url = \"https://api-computer-zjy.cognitiveservices.azure.com/\" + \"vision/v2.1/generateThumbnail\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://upload.wikimedia.org/wikipedia/commons/9/94/Bloodhound_Puppy.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': \"e0be96ea54e54f349c2d4fee45792071\"}\n",
    "params = {'width': '100', 'height': '100', 'smartCropping': 'true'}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(thumbnail_url, headers=headers,\n",
    "                         params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "thumbnail = Image.open(BytesIO(response.content))\n",
    "\n",
    "# Display the thumbnail.\n",
    "plt.imshow(thumbnail)\n",
    "plt.axis(\"off\")\n",
    "\n",
    "# Verify the thumbnail size.\n",
    "print(\"Thumbnail is {0}-by-{1}\".format(*thumbnail.size))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\n",
      "    \"status\": \"running\",\n",
      "    \"createdDateTime\": \"2020-10-24T07:10:40Z\",\n",
      "    \"lastUpdatedDateTime\": \"2020-10-24T07:10:40Z\"\n",
      "}\n",
      "{\n",
      "    \"status\": \"succeeded\",\n",
      "    \"createdDateTime\": \"2020-10-24T07:10:40Z\",\n",
      "    \"lastUpdatedDateTime\": \"2020-10-24T07:10:40Z\",\n",
      "    \"analyzeResult\": {\n",
      "        \"version\": \"3.0.0\",\n",
      "        \"readResults\": [\n",
      "            {\n",
      "                \"page\": 1,\n",
      "                \"angle\": 0,\n",
      "                \"width\": 852,\n",
      "                \"height\": 300,\n",
      "                \"unit\": \"pixel\",\n",
      "                \"lines\": [\n",
      "                    {\n",
      "                        \"boundingBox\": [\n",
      "                            344,\n",
      "                            80,\n",
      "                            635,\n",
      "                            80,\n",
      "                            635,\n",
      "                            96,\n",
      "                            344,\n",
      "                            96\n",
      "                        ],\n",
      "                        \"text\": \"NANFANG COLLEGE OF SUN YAT-SEN UNIVERSITY\",\n",
      "                        \"words\": [\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    345,\n",
      "                                    81,\n",
      "                                    401,\n",
      "                                    81,\n",
      "                                    401,\n",
      "                                    96,\n",
      "                                    345,\n",
      "                                    96\n",
      "                                ],\n",
      "                                \"text\": \"NANFANG\",\n",
      "                                \"confidence\": 0.983\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    404,\n",
      "                                    81,\n",
      "                                    458,\n",
      "                                    81,\n",
      "                                    458,\n",
      "                                    96,\n",
      "                                    404,\n",
      "                                    96\n",
      "                                ],\n",
      "                                \"text\": \"COLLEGE\",\n",
      "                                \"confidence\": 0.984\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    461,\n",
      "                                    81,\n",
      "                                    478,\n",
      "                                    81,\n",
      "                                    478,\n",
      "                                    96,\n",
      "                                    461,\n",
      "                                    96\n",
      "                                ],\n",
      "                                \"text\": \"OF\",\n",
      "                                \"confidence\": 0.988\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    481,\n",
      "                                    81,\n",
      "                                    507,\n",
      "                                    81,\n",
      "                                    507,\n",
      "                                    96,\n",
      "                                    481,\n",
      "                                    96\n",
      "                                ],\n",
      "                                \"text\": \"SUN\",\n",
      "                                \"confidence\": 0.987\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    510,\n",
      "                                    81,\n",
      "                                    559,\n",
      "                                    81,\n",
      "                                    559,\n",
      "                                    96,\n",
      "                                    510,\n",
      "                                    96\n",
      "                                ],\n",
      "                                \"text\": \"YAT-SEN\",\n",
      "                                \"confidence\": 0.983\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    562,\n",
      "                                    81,\n",
      "                                    636,\n",
      "                                    80,\n",
      "                                    636,\n",
      "                                    96,\n",
      "                                    562,\n",
      "                                    96\n",
      "                                ],\n",
      "                                \"text\": \"UNIVERSITY\",\n",
      "                                \"confidence\": 0.972\n",
      "                            }\n",
      "                        ]\n",
      "                    },\n",
      "                    {\n",
      "                        \"boundingBox\": [\n",
      "                            254,\n",
      "                            96,\n",
      "                            280,\n",
      "                            96,\n",
      "                            280,\n",
      "                            106,\n",
      "                            254,\n",
      "                            106\n",
      "                        ],\n",
      "                        \"text\": \"2006\",\n",
      "                        \"words\": [\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    255,\n",
      "                                    96,\n",
      "                                    280,\n",
      "                                    96,\n",
      "                                    280,\n",
      "                                    106,\n",
      "                                    255,\n",
      "                                    106\n",
      "                                ],\n",
      "                                \"text\": \"2006\",\n",
      "                                \"confidence\": 0.954\n",
      "                            }\n",
      "                        ]\n",
      "                    }\n",
      "                ]\n",
      "            }\n",
      "        ]\n",
      "    }\n",
      "}\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 4.提取文本（读取API）\n",
    "\n",
    "import json\n",
    "import os\n",
    "import sys\n",
    "import requests\n",
    "import time\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.patches import Polygon\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "text_recognition_url = endpoint + \"/vision/v3.0/read/analyze\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to recognize.\n",
    "image_url = \"https://ss0.bdstatic.com/70cFvHSh_Q1YnxGkpoWK1HF6hhy/it/u=2086616194,410665688&fm=26&gp=0.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': \"e0be96ea54e54f349c2d4fee45792071\"}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(text_recognition_url, headers=headers, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# Extracting text requires two API calls: One call to submit the\n",
    "# image for processing, the other to retrieve the text found in the image.\n",
    "\n",
    "# Holds the URI used to retrieve the recognized text.\n",
    "operation_url = response.headers[\"Operation-Location\"]\n",
    "\n",
    "# The recognized text isn't immediately available, so poll to wait for completion.\n",
    "analysis = {}\n",
    "poll = True\n",
    "while (poll):\n",
    "    response_final = requests.get(\n",
    "        response.headers[\"Operation-Location\"], headers=headers)\n",
    "    analysis = response_final.json()\n",
    "    \n",
    "    print(json.dumps(analysis, indent=4))\n",
    "\n",
    "    time.sleep(1)\n",
    "    if (\"analyzeResult\" in analysis):\n",
    "        poll = False\n",
    "    if (\"status\" in analysis and analysis['status'] == 'failed'):\n",
    "        poll = False\n",
    "\n",
    "polygons = []\n",
    "if (\"analyzeResult\" in analysis):\n",
    "    # Extract the recognized text, with bounding boxes.\n",
    "    polygons = [(line[\"boundingBox\"], line[\"text\"])\n",
    "                for line in analysis[\"analyzeResult\"][\"readResults\"][0][\"lines\"]]\n",
    "\n",
    "# Display the image and overlay it with the extracted text.\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "ax = plt.imshow(image)\n",
    "for polygon in polygons:\n",
    "    vertices = [(polygon[0][i], polygon[0][i+1])\n",
    "                for i in range(0, len(polygon[0]), 2)]\n",
    "    text = polygon[1]\n",
    "    patch = Polygon(vertices, closed=True, fill=False, linewidth=2, color='y')\n",
    "    ax.axes.add_patch(patch)\n",
    "    plt.text(vertices[0][0], vertices[0][1], text, fontsize=20, va=\"top\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAT8AAACFCAYAAAAtgP8MAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOy9V5Nl13mm+Sy33XHps3yhCgVDgqQIgiJFid0KhYKSeqIlRc/c9MwP6KuJmNu5ntv5B30x1/MDJhTRMdNUK4ISJZEARQOCIFw5VFVWuuO2XW4u9smsLACETAuhEphvRFXmOdusndu8+zPv9y0RY+Qc5zjHOX7dIP+lD+Ac5zjHOf4lcE5+5zjHOX4tcU5+5zjHOX4tcU5+5zjHOX4tcU5+5zjHOX4tcU5+5zjHOX4t8ZmRnxDij4QQbwsh3hVC/O+f1TjnOMc5zvFPgfgsdH5CCAX8EvgOcB/4AfA/xxh//s8+2DnOcY5z/BPwWVl+3wDejTG+H2PsgP8b+NPPaKxznOMc5/hH47Miv8vAvTOf76++O8c5znGOZwL6M9qv+ITvnvKvhRD/CfhPAGmavHb16gWEEPRueCTECKvP3keEiEgliAFCAKkkQvbrEiMgWG2ClILgIcSAVJIY4+pfv/zk8OJqOyUFPsTTIwwhIgAhBUJGhACtVT9e7LcLMSKFIITV7qIgxgCAUhIh4upY+vFD6NdRWhF8RAhFYsxqLI0xKUQBoj/W4ANCCHxwWN+ilCR4j1QSKSNCCAQaKTTOBoSQKK3w3kGUSNEfp1QKEIQY8N6jtUYKQQwRISUQ6axFSomUCikEQvSnNASPEIIQAkophDh5V/Z/f3+O5OnFPgmhxHhyfOJX3w3/jDgZ7xzn+Chef/31gxjj9ict+6zI7z5w9cznK8CDsyvEGP8z8J8Bbt66Ev+P//N/o+sCRZYRgiUgqNuKJEmxzpMVCmKkqQIueIqxIskUznmM0rRtpKpaxms5aSbpKkFZ1bTWIgQICVoprPXEKEhMRgg9IXjvkVGvSEnS1G3/UKuASSR5oUkzjc5aNjaGSBEJwdM2Fms1Qmq8CzR1jTGGSEDISJpq0kSSphrbCSQpw3HEd55BtgZBocMua+Pn2NroDWPvwdqGvUd77OxscjD/kKPFfS5dvMpysSRSkhcepS1ET6I3sNU6mk1GwyHT2SGdkxgl2VhfQ2pDVTc82t8jTRJ2t3doqhqjNVJKXPB0zjEcDnGtRYiI1ooQwFmL944sT0mTDO97MrTW0nYd49EIVmQZQsB2FusdaWJITEIMASklIIg8TVAh9OTunDv9Xkp5+nsI4WPfnSU57z0xRpRSAKffn5Pg5wOflIs4+e4fc62FEHd+1bLPivx+ALwghLgBfAj8R+B/+VUrhxgpu4a6csyrGmMkUgiUiZhcIpyk7Vq6zuFt/8CKKtK2ESkSFrZDS4lRhmrZUdeCprEE31t+zgaMTtAmp+6WhBjQ0mOt7a0dFNYGXOfxISBFb63hI7iAsoG2azCNQAlLjI4kiWitqesOazuGowJtUgCsDSQmpZw7pq5jfU0xHm8QbApO0lULxumE0XCCbQRFnmD9DB86nDOkZoCUAqkUaZKTJWPydEwiM46OPeNinbLdw/ljlKxReoJGslg0dJ3AC8/mZILSsrckCUTrWN/aoWtbmrpGFDkKRQieyXAICKKSxOAxxrBcVHjvkEqidX+bhBCwziGAxBiElKckFSM450gSc7q+WBEfAmJ4+sYNIZySWW9Vnlj5HqVUb7WeIb4TnGxzYlGf7POc9D6/iDHSdR3OOQCyLDt96Z0s/yT8fffEZ0J+MUYnhPhfgf8CKOD/ijG++WnbSKnQCRAFLngIAuEDnS0RwtBZT1i5bc4GQhSIGOhch5SSLBMEZ2m7gG16t8xoQ4yCum6JOhC9py49o1FGDBFjFDFIWhtoG0cMAil073ITQIIWgiRNcM7hOk10BUq3SBFpa4s2hhB769E6T5pmxM6zXHbEoNEqYT6NZBloKRkNLqH8jEQOSdQYlQgSk7B3+C7poIWYkac3SFKPdUuOp4ckecrjR3uMR0OKdB38Oq6pUEaTmXWiKOjqGmfBKMFamiPblrpcglCUiyWZUAx0wqP9x+jEYJKEqloyyAvatiFNM7IspetaALx3hBgZ5DlKKpxz1HW9OtdZHyGIESUlkYi1/XbGGM7eczEGBOIp0vPeA5yS3uqeOf3uxCr8tJv3hBzPfj7B54YIP02I8Tn5Ez8JZ69lCOGU+IQQaK2fekH+Q/fzSfisLD9ijH8G/Nk/bG2J7yBYQAQIgFy9+YPE+0gMEu8kxojTZYiIcw5DQhMszluk1MQgaJ3DOk/w4K0gtB7XOiQJRE1Tl0gViVESgiRGyIsEIWNvNTqBEBJrI23jiURkjCwXNUnqQajeYl12CNlfCO8geEfTRILrLU6wJEayv3fMxkbk8PhDktQxt3Pq45qdyQssq320GtG2LSFOse0dvLDsHT9kMCoI0WKjBTlka30XbyPlTLC1e41yYaFpEW3Ali3louRx2+CdhxgIMWKdR0rD7MMHeAG7ly8RE00qNa6zFINBb60JgfcRraBtO9bX15BSEmJkuVxijCFJk96ii5FIHwP1IRB8oCiKfn0feoNPCkKISFjFHMOpdShl/+b2q9jmCU5c6JNY4wkJniXPE8vvHJ8/nCUs7z1N03zMQ/jkDVl5ORERgX/AC/AzI79/DGLoiaPrHCbRRCGASPCC6AM+RAKSGCS28b2L1UjSNKMrFzjRkWSCKBTWR5yLgMT5sEp8RFhZioJAXdVEEZEBiL1rNhikrK3naOOYzwNHBw4R+8RJXVuSRGO9pXWeIRqpJS4EikHBclkhpSIiqOqG4BTRSwQKJRRGaSbjCXmeMlsco5uWjfV10sLg5JL3b/+EYbHL7u6Q2WKGLiJ1u2RZlxjfEoVjaDKwkeAN09kMbzW6S5Flx/0795nN56xtbLFz6RLj9TUikbquMdown8/Y3rnA7PiYxXTG0ePHPLp7j+H6hOduPY+Wos8iKYmUkrKsMaaPCYYQ6NoWIQRJkpAkycpl7a9biIG6rsmy7JSQpOp/hpWr60O/jhCCPM9Xy564vSf/QvCEEE9ji70VKU4TVvBxF/dk2TkZfv7gnENrfXqNz4ZHPooAuBCpm4Y8y1CxT3x+Gp4N8ouRtu1ItCZGQQSs9RipiD4SV66wRBJcH0RPZU45bSiSETbWSKnobIt1oc+gSkFqElpnCTHiiQjbsr25jlaKzre0rgMk3gWEgKpqMElkMhmzXMzoOkcEgpU4Imme0XYVZe1wEdIswTlPnueUZYPRKWki8SIgjMK2cOP6NWJ0NLZk/2COlB7vHXXdkecl9w738brDFB3H80O0MizrOahIUHBczUgKjfIR41tkVTEajJCd5ejeA473HjHZWqdYX2d99wLZaIRHUNUVJClJnmObGoqMdi4Ybm1y49YLHB8cMjs+4Kdv/JDnnr/F5u4FhDQQI4vFnLX1ycqiW7moWmESs3JhZe8We3fqmSmliED0oT9nfhU/XZGS1vr0Rl5d9TNv8riK951kpNXpdp+U+DiLf0i8758aEzrHvxxO4nsnYZCTF+JZnMSIOx/ofGReVljnGQVJsB2TQf6pYzwT5CeEYJSn5ElG1bSYNONgOiP4wLAY0HUdwVsinsEwQynwrkaJgMSxNhqzLJcoDM5bROxd1DxNGA4K5oslXQikWjJMM7TW3H84xatIkmqKIqGqarTMaa2kqTqk6k+0lhKJhBCxbddLQBA0jSdEBanorSSR9oRWJGzuDLGdZT5tQNWMRwMOb99jNBnQ2RYhFXVTs394n7zIGQ4GqMQiQ4Yipe0WKNlbtihIcgla0NEyECU6WD589+ck+Yjrr36Zqq2xzmJjRLcOQkS0gfFkTNu0jExBbD15UiCk4LipkZMhNy9sY5uGt99+m4PDI1546WW6ugH6G8t2fTz1xAKTQvbexeqahdhnvfM8JxIJzvWyGK3xIfQKoJUkyBhDCIEQwlMW3Ykba60lhLByiftkhnNuJcH51cT39+FZ7lT+Scf2lFUrAOLTsb9T9dDnm7g/GvLoDaT21P09m/nv2o4uSnyQNJ3DzUuMgiwznzrGs+EriIgRkY2iYHcwYk0lFEqTSEWuNbubm4yKDGMkLjh88LS2IU0VAg8+UKQ5Mgi0kBghyXXGOBlycbzBVj7ixs5FMpPgWkumDUZJhoPeVTPakGcJiIBSJ64U5HnGYDAg0YrLFy+QJwbhIwQBQWK7SNOAt5qqtGidIAW42IL2ZEPNwXSP9+++i9CR4ThnZ3cDpTXOO0ziGBSeNBEoVeFDST5I8KFGa8lkOGGYjFBOU6RrCAd+ecSbf/c3rO2us37lIiIxlG1LkuUEHzFSY53DrEikrEuyPKOqqp68QkQrTZZkvWU4GvPKb7xKalLeeuNHuKpPaiwXS5RSFEWOWsliThDpb86mqRGrzLh3vfREG92HW1YPtpSyTwattIRJkqxu6CeX31r7VEznLEkqpf5ZXNonWs/4TBPix7DivlWElZUM9nOPs9n/s5+Bp66hUoosTYjOEX0kNSlZkmFMStl9+gvi2SA/+pTw8dEhs9kU6QNZlAzTHBmhXZbkRq8kKBBcQKEBifUW7zuauiI6z8AkZEJSSM3WeEI5mzNMM1IUiUwInWetGHLtwi5GSiSatnarBzeSZB5tPHmRMhzmGCPQieDwcA+BQCuDRKCERMaAd5HDwxnORkSUWOtYzBu6zpNmeiW0ViR5xsHRY/YPDnrpCQGTaIRoEaKlbRc03TFB1AwKyTgbI23CerGJ7HJkPUBVgts/f4vtCyOGF0cEHfBNh0GyPl5DCkHdNeTjgqgFTgRq29IGR2UtresJqKsbMm0IRGwIuBC4cesFhqMxdz+4Tewso9GQrMgRUvTC56cIKBK8x1mPkhKlNUIphFZ4xIrsWkIIuNaipcYkCVKpU3slrCy7ztqe4EQvEvf+SVbvKZf2xAA6EZkTiTH0/4gfI7cYIz72hOFjv27wFh88nhWhfIQMT34Pq/V9DKttV+usXoqn/HO6LBBWyaWnj6GPRX3SsZ2EYoL3xBBwRMLqvJyMxer4iRDDGeI72U84s8/PGSMq1SsMuq7DWnsm5nsivVr9zUKgpGSQpWSmzwTPy5p55dg7LD91jGeD/KIgTQta7yFN8DGCh65uENazORgxKQYIYJAVJFKzMdrAWYePgaqtyHLFjWu7pNGTdJ6hMLiyIjhHURTUVcWN53YZjRIePnpAkhhc65gMxmyub6KkpmssAsloUKDwGA0xrnR9qSDKFqFcLwRWBu/6hMpoNGA0ynHOEoMkOo1rA21Vo0QfI+stItVXpiiHVIGq9syXkaYNBJeTZYZldYAQDrDEUKNFx9pgjbTLKR/N2b6wTbo1winLfHHI/vERWV6gtUFqRZqnROdp64blbIEWmmpZYVQfb+usJclSooTQtkgJpJoqONZ2LjAshiwODiiyDB99TwDePeWO2c7Sti3FcESSZv3LIELsXJ+8qmsWDx+AD6g0QSiJUJIgTpJbjmVZ9uJyowhEnHUIAUrpU+vvlJRW43pWrmLoye90yZkfJxnoU2speELb4pYLbv/sTY4fPITwhDg+ciP2BARE78D1rrg/sbqerPYJH54Q8VNL4pODi0Do2RjftYSm5u0f/x22KhG+J9vAmb/5hOhW34nQj+VXL8941rD512TNfgpOXngnoQ6l1KkHYIxBr+4P510faokRpSWpkUzGKVr1CbqmbXGx+9SxnomYXwiR2aKl6wIJDqjpRMd4OGCnGGNWAlqNoqkadIw47fA2YlLNeDwk+Ipysc/aIKFqAr6s2bhwCYmmLCuUkpSLA7Kh4tFhSVf2t9l8NkUnBiUgRkniDePhiNA4ZBDUrUMLwfb6BqQNjx8vsLYP0huVkqQZxI4kjTjXEVwKRJSQKGXwrr+ItnMUeYFJLVkqiCFhuejomowiSZBZQtMu0EmDRCHkAdlAEkOFEdv4uWdUTBhdGTP1S7KYEb3Femiso+ksg2KAsxaTJoDg4PCQzc0tANIsYzabUuQ5Sim6rsMohUQQgNlizigv2Njd5t7t2xztH7C+vUkQkShPSt4iPvRyFakUSZb0Gj/niZ1FIYjKc+/NN3nnh2/w7f/wP6KLDESEEAgCbNdBCGRpihKKEAM2eEyaoKU8Heep2BerCkKgnE4xUqEmQ4KQH3t7n6leBB+Ibctbf/l9ZnuP8F3Ll377d3jvh69z8aUXGE0mHxmrT7aJEHn03ns0y5LLt15AjgZEoTi765PjgZVlFzzYCFritQYEff7/LCJ4T7Nc8tO//CtiWdGIwNb6hOAiG9evI7TuBQgnI4RAsLYX5icJ5fEcZGQwmayO++wRfb5wtnpHStmHToz6SOhC9BIqHwkR1kYFRDheLECrX71znhHyE1GwbDqMkqyvr3N8PCUaQe1aXHToqBgVAzieYrRiMiioy5ZJPqALLTpKgpDE4CB6BlmC94Kjw0OiNiAEo7URk2HO3vQQoRJa53HOApJm0TAe5kwGI4okp13U0Do2d7bwjWU0mVAvKnCe8XBE0zqc90gpmEzWWJaHmMQjRMLa5CJtbanKI2zT4qPEdQHnNUYX6CSspDeK8XjEYl6hteHK7heZzo+pukO0EviwABWITpHEwIePb/PFr79GGS3pMmAaiLOOfDxgc22N0WhIdJ5yscCeZFx7I4miKOi6jq7r2N7aQqs+ieFFIFjH8v5jYtPQbCvEIOXFL73Cz3/yU9bX19GpoWwblFCIFXlZ22sDhfO0IaATjTe9hbtsFpjoUXXN/OFDht6R5BlykNNJiZGrChABBE99dEw2GSJMAjydBHDO9dk+IRERRHT85PvfJywrfuuP/4igDUL3McTT5MAZlNMp93/xNq6t2Fwbc3D/PrMH93lwcMjWc9eeIr4T11FEgXSe5vCYn37vLynvP+L6V3+Dwc4OIk2IIj5NfKv/Dvb2eesvv89oY42vfPu3EdoACuQTggoh8vDObfxyQUrEVTVaBmaPHnL/7gO+efESUmli7DcLIdDMjnnzu9+jk/C1P/o9PnzrFxzcvc9Xf/ffkIzGJMOCsMqYq88hAZ5YgCfZ317sDEqvkiBdy3zZUjWOKCTOe5rOYp1AqU9PeDwT5KeUxAuI3jObz2nxSC2xEu7NDhnKlMznhM4zMIZRkiKayObGJvNqRug8VeMwiSJ6jyYgtGbr0hZ3HzzGiUAqDMEHXr75Io9nx7z7wftE30swohAkOqHrOjKTkqUpXVMyKgY0wzVEFNRlR1N1CClIUkOeJ+SDhK5dovr+AGipCb7j4s5FQhjRuSPmy5pF7cjyAQJJ1wYSrVFS0HU1O9tj1gebBGugGyF9gwtz0lzSdYHUG+7dvcPk8ohWzYhLsA+m/PKX79Fay/MvvcxQX0EEj1AK5wNa9XFGKXsLL8tzhBCMRyPyPMN2XZ9Ni5ZH79/m3dd/gpCKCy89z7UvvEiWZKxNJuzff8jOtctE7wnKI4WkaVuSJKGqqr4+WOvetbSWpm7R0XN0/wEExwe/fJP6b5cQIl/5o++wfv05pNJIAdZ3hLbhR//1u1y8eZ1b3/hNotLIMw+wMabPFseICAGFZ2c05N577/PO977HwbLka7/3++TrazyhmNM2C6Rasdh/jBCBsmnwXcvhhw/YuXyZ9c3Nj92HAiAEHt2+w9GduxTW8uitt7h7/x6vfecP2Hn+5inJitgTbqQXcW9tbLKmNQfvvc/RxYu8f/cuu1eu8tzLLyKk6bWrAnCWo0ePsE1FCBZf1uy/f4dbX/kyeZ4TJCf9LbBVw0//6q+ZDArWL1/kvR/9mHC8ZJSm/PwHP6RWkt/5znf60MLnkPhOrv9J5letavOlZBXzh7hquhGCxUdP6wIuCPLBiLquPnX/zwT5CUArgfORZV0TtESGCFqQ5imL2lItHYNBzrjIuLKzxTJreHRwwNVrFwk+8u49S9M4ohakRUqW5hzMD1G54eDgAF0IfDMFana3L/FeF9Giz5BqrcjzAeuTIfPpjKZu8DYwO57Rti3LuiIQQEYSk/bawyBpSodQAmMUPgTSLEGqwKULO8RY01hFOl+wuL1PUzc0tePKlUtkqUZgSRNHajSSPjKe6ITx2jpHs6M+tigVx0cLFospuzcGLKtHzN4vmd9bsnv1MlHC3p3b6MRw5eWXWFYL0jyn6Vrm8wXKaKRStG1L17WMh0OstVhnUUpy/823ufPuu7z42lcwJuEXP/wRRZZx8aVbXLl+nV/86O/YvrSLVpoYIvOql+AYY8iyrNdeKkXsLNXDA955/Y3eqp0ek2SGV778Bd76qx/gESTaoFYZu67rQINOFJl3lI8fr6JtkbB6jE+dOSHo6pIHb72NdTWHtz/AL+Y8fudddl/+AsqoviCI3oM4uaFi7B+KQhvQfQjCmhltVTFoO/bu3mP78mVUYp641as8Q7VYcHDvHrlSrF+5zM7XvsLm1Us4EZHxhGJXtl/oLbjZo8d08xnM5tz+6U8RRYFtmz4mtTomEWFQFBxHSDc3WASP7ixdWSIF1Msl6Xh4SmRaSLqDIybf/Cp109A+PmLr0i7LuuTqlauMt3fRxjwxQz9n/HcieYoxnpFKgRD9hRJCkKYpRkMiFV2Ao9my71hEQOpPj4M+E+SXSMmGSdgPHp8oBklGVdaoABKLMhLn+/rRLB2SC7DKc3lnC1c5OtuQJZLMDAjOUy47vG9Z2045OligTY6zggu7O7SN5YO79/AhcuXiFR7uP8bFjtl0ylqW8eLF63x4/wHrF9ZZNhVN19BFizAKJTMIsHthk+VyQT7IaNoWpSXBRkJokULws7f+lvFgk0sXrqP8MTtbCdPlAQhBWS4ol5719TFaSap2iveSUAWu7r6I1pEq0cjcEjqBWzo21nNksqSuG5ZHUzavXMJtjdgYb5GbgqpsebR/xCgvGKwNWTxaspjPuXjhAoLAcjYlLTKMVj1LaIEkcHywz8XnrrNx4wZ1WXL5ymXK40NiuInMU6SRHO8/Ro7HCEAKwWA4XLWrAgO01uNdAN8x//ADvvzNb3E0lOy/ecjP/uL7dGXD9W9/i9GVK3gCoe3QxiCUBiFJterPnxBQNpAZpNKokzyBiJSLY979b/8N2bV97Csv+Oq//2NGly/RZ2wCAvkkEBcjrm1oF3MWsxlSaoqNETsvvEDX1Uzvf8iDvX2+/p3fZ+3CBfqAb9/CKxBY31pjOBww3NhArm/TLhqmjx+hlGFtZwenVd/Nhsjhw0f83Xf/HLVYUgxyEml48d98i8HWLlokeCMJ9FWbvq2JXcf88T5eSIYbYwaTNeq64u0//x7y4jt864/+ED0cEhEItWpTVne88+M3ufrFl0iHI6rpjGJjg2w4ASCIwMejn58PnGT+oSdDJTUheiIeQU+AwVu6rmHZeJq2w7pAlJ6qdZ+672eC/JQUXFvfoHm8R+cl0YKIJ/k8gdSKJFUsZxXaJCzLmrZpGa9vsb8/ZV4vGAwHlE2NURKRKOrO0e7PqBrHxvomzlXcvfeYtcmE6ayis5a6rgnOsbu1ycH+I4iC6WJOlH0QtW5alNIMjWHZVLTeojTUraXuLKLRfT1uUCjVn8qybBgWExKTMTtecu3iDap2zo/fmuNli+36TO9yOSfPU4bDAheWaL2BVIbWVbhoCTND5rYojz5k/TqUocEkm0RnWe4/Jk0knYXl3h7F2ibBOcaTCU2MaJ2S5wOyfEDbNBSDIUIKjDIIDzJI2rrtk0diwd4771NXFc3RMWYyoGkaiJLN7W0O9/fZGo4IMTCeTAjBn2Zko+0D/dE7jvf3kW3HL7//Q2xoSYNEbmzy/DdeYPflF/oWVAKSNKFZLmnbjuHmJsGkpCpHO/jRX/wlF1+4yYVbNwhCsOoJQ762wcVvfA05nfH47XfxxnC0OGQsLiCC7v3E1bMfAY9n//Zdfv63P+BLr71KNV9SNRVHB4e0heYrf/wd8myEKQZEeWLJBR598B52tuThO++wdC1hscTuz0m/9BLTn+2xf/s+3/qP/xPFeAJKEoVgsrPFC7/1GutFzr033mQmFe/97Y/Ix+u8/Nvf6lUBEoieX3z/B9TljBuvfoXFoiRWNY/v3mfw3GVe/dPXSAc5Oks5NeFiJAhJ6AK3vv4qQ5Py4K23mR3tc/XrX1vFE2MfKgj0erHPCT5awvjk+9h7EELho6Czgaqx2NhXVmljQDqyoqA6nH/qGM/E6yKGgPaeneEEaSOZ1iRGoRUMixFt09E23ap6IMW6QJJm1E1D4zuOuoqH0yNmTcXhcopTDpOnWNe7MZ2tyTLNpctXODxekg8GjMYTjqdTsixhsrHOeG2D9+7e5Z3795jWFVoZBsUQIRRN3aCioEg1k7UcF2uSXBCiBSKL+YLFvGQ2LWlbz3RaovWAPJ0wzre4sP4chV6jSNdZG+0QnaFrBcSkj2Foi0oaFtU+TbdAy03WsmuoOsE2lmkbmNaRKHrXsV1M8bNj6oM95sf7+OgYjHKUViAiTVtTDHK0VhjTJxeCFgQJjkDtLAeLOVprpo8eU+09pjs+Zn542JNNlpMPCibr6yyXS4L3jMZjtFKn+ru2bWltR9QSmRkGm2vEImdwcZfR9jbF9hbf/JM/5srXXsWnaV8brA1IQXl0yN2f/AQRWoIMON9yfP8O8/u3mT18hIgnTnCPTKW89K1vcvWbX8ONBnzl29/m/s9/ydGdewQCnexlMMReAhIEYB3ra+tsXrtEtrHGpcuXUZ3n5Zsv0VYWkoSoVb9ufxfilkve+9GPWZ9scP3FW2R5xqAo2P3iTbYubiNlxGUKu4rLRXppzvUbN6lby52He3zhd3+HQhkWjx6BjKfivBg9dlly6fJV8q1N0o0JejRgtL3F81/4EmYwIV1bI67KBFemNiDYvnSZnZvPce+D2zy+ewdpFGhJEIGAx3/ONH7/EDgXOJ4uODias6gtbYDaeoRRBPoWdH+fGvyZsPyCAKcluSmIR8d0rkUqgZIpiU6J3ZIkUzQdHB0cs33pEotywaKtOZjPWQSLVpphkTMejWnqBRvrKSFu8BSKUp0AACAASURBVPjgCJUIolQ8Pjqi9ZZuNmcyGuPcqhTLOXa3d9ne3GS2mFItl33J2urJCD5w+eIu83KGSSRBW6LziAgXdteYzRPKsusTAwi8bTmeHnD5xes470izhOFgTGnnlIuWNBngQ4e10HYNWRaZDFqO5/cYD8YYNtGkdGGfznXoOGE+bzC2JctyXOtJjIDoKAYZgo7CSNr5Mc1ygT86ZGtri3Z/jywvqMqSZJjhvKezjmm9ZDQcs722xmFZYW1NXhT4omCwSo4EIM0znHMMBwOM6TNnIQSqakkIfTWHDx4BbF1/jq/9yR+ztrPDBz96g4P37uCkwHUWnRkS2Ze8RQLV8SH2wQMevvEG9d4jZm1guveYeHxEMcrp21isUh8RPIFuUfLB917HmIzxize4lSX84Lt/wYuvzbn8wi1Elvcda0Vfjrhx+TKj9XXeeed9YudwsylHe3vw1ju4tOD5vGA9y3jSbzqSD4eoomDz0iX2739A09TsXnuealFRHU4pBgW5NqiVPEgCMgqqaclbb/yEL/7ma4zXJvx8/zFrVy/TC0VlHx9Ukmtf/iJJmnJweEy0nuWdB9QP93mz6ghZzqt/8G9JM03fe7t3+aV3dHhGacH2xcuM8pRyuURLjXSeo8ePmFzYRQrzuUx6AE9l5BF9pyDrPNY6nPUkecGjgyOENnRtg5DQLhYgPp3engny80CbKBbLmnyYYPF9eyUbOdqfMUoH7G7v8NbROyQqpalbyrpGphmBiAh9UFnYgKtrttdHaGM5ns5ZLOeYbMTRtCVLU3YvbLFcNty5e5ft7R2kD5SHU37jla8gY+Cu83TaMJsdM22W2OgZjwqCc1zcvsS9/duE1BEjpEpD9Fy7epFl6bl77z7OO7QKBOYcL+5TtyPmD+bkI8nRwzmj8YAoAmXtqaoKpRKMHFALjxGW4Md421JkY4rhBeAdRIBEZSR6wFG1R1uWDLMLyKCZHu6TZjnv/egNDj+4j/d9G68HWkOIq84sHiFAR4GLkUbCteeeo5vOWSzm7OyskYxyjt8+pig3kULgY6ReLoC+hb9c1d8uFgukUqhVk9NCG4KLRBFZf+4mgtA7YrFPOgyKQZ/BjL3AGQ1NuWT68AGHoWH32hUuX3+BYmON7//Z/8NwZ50+fBc5UfHW02N+8F/+X3h4wPP/5regyNm++TyXP3zIO//fd9n/29cZ37rFhS9/icn2NioKxPoayWjIaFEy3h6SPHed4wcPefF3vkGxtdtTaxSngXMEDNY3yHa26VJDOVtinUOuFSQmY29vj/HF7T6jf0ZbF2Lgw4cPePmrX0VJwfuv/4TZ9Jjnvvlan4AR9FpKoVh77irdvKK7u8fulQukMnCblm/++98niBSVGmQUp1rFKEDFgI2Oow/3OJhO+eJXv8Tfffd7NNOS+b19fv6TH/I7f/I/IPJn4lH+78dJJc+vsNoiEIXs48JKkRiJpE9wzJcLvOi7hmslEfwriPn5GFkua2Ln+piUVgyTAR9ODzFCcm1zg25ZEgMczxekSmBQ6BD5wnPXeOfObYxWDIsBx7Nj5lGS5SnHRw35cEBra2LXWy5mYohxSZpoBokmeiAG3v7lz7h0YZc8y7h65Sp//cZf08aGbJiSpoI0UxwvjogCnO37AOY6JdEjXGO4sHmFw4MlrZ2C9FS+5uH0Nt2qo3Q/n0YE0RBFi9aR6VFDnid9NjVKJvka42IL72cIXeJcgwmRtOpFnL6u6DpLQJEIhTK9hKKez5HLklGRYZ0j0RnB+d7yEAJb1mjTV3gkUpIJqGYzgrM4AuN8hFYZQfRNTGd7j6jKEuMC0VpC9FR1RV1XpGlGnmWnc4MQwfkWk/QVL945cJF0PCLNMoIEdZKFlREVYevmTWRWcOWlL5IOcpAK13W88G9/j/HOJcSJ7bNigeHaJr/5B39IU1Vs7O4igyboyEvf+kbfUuzoGFkUfd3w6qGRQoA2XHnxFocPH/D4p+8ioyQbDJ8kR8TZBgGKfH2DV7/922gBm9sb/OiHP+DGl1/hvZ/+gqr2fOmlV3o3nwgryzRKwY2XX0JKyWL/EXc/uM3lL7zC1s2bqyxyT+JCCJRQ5KMhz3/tFWYPH3H8/n2GgwkqSZEq6Y8ZTis6pFLkz10nywdYa/nKN15FpobJxW1e//P/ivCC7StXUDIjrM7av3acVsicqaA50VaystOlAKMkITjKpmE4mSC0ANF3GXIuoHXGyZw6vwrPBPmJGGmrkhglRVEwXSxB96chyQxVVeGDxHvQ2qClJhEBJQQZgqsbm8xmM9IYWCsKyqrGhd4xSY3BhY6d3R180/J4fw80pCNN1IG8yHFthw2W9+/c4cb15/nZm79AYMgzA3ic88xnC0j0qvYSMpNSLxv2QsPm5g7WPkRL6OgnJyJqymVLjL0EI0kULlZoownCMxyO0LKgXFrquqTYTMnyliSrSeSQRTNldrxPNyvZr0qiaCnjPikJCMO9+4+RQpClGVma9TFRBNZD1BFHZLw+AaVopaRd9dPTK0EsMVKkKZ2zPNx7RIx91+ZYNrzxF99DCUgcOKNplyUiSxmPJ6fubx/HAussZVWShgyjNUmaYLKMdDTsmx6s1gXRNzCNgc2Ll9m8cJmI7JMBAnSScu35W6fVDeFMOyyUpFhbY7i5wSldCVBFwc1vfH21e3nawPI0WC4AKUmzguOq5Lmv/gY6y58I6U7WWf0ihCJJMgSROBJcvnULYQyXbj3Ples3SDcnOCTmyVE81XFmsL3Ft//Dn2KyHJ+ZpypQTp1r0ZPa9HjK3mzGV3/3WyD1ys1/2uYRUvHFb33ztF0YQhAEvPjaazz/ypcQUvVTJ5iTHpifD9hVzbhYxT2fUN+qzI/+GvfdkDIOjmc0bf8Ctk0L0dO29enL5FfhmSA/IxVrgyGLpqNrOtKoqKuSJJFkqebCzhaPDhYgBMPhgBA8JkuwXR9no2sxIeCqCm0URgimZYOLitm8RshAdIfcvHYZXUnuPX6AUJJpM0MnqrcMQyTRGT95803GwzHbGzscVVOc7xiNRrR1Rdl1eN93Ih4VI3YvX+Bo+ggRJOPBiOViiZM5aZZz4+Yt3n33PZq67knCGtJ0yNFBTT5ULOclRo0ZDj0bOxOMqWibx1TNI9L8RXxnMCpBuI6NfIMuGvI0pZyWBKW5ef0FtBC8/fqP+/6FSiNRJEYhdYIygo3tXUgNPkDV2X7eDSEQsZ/MKbQtRLhy8wZCCN75mx9SHk+5dPECi9kUFSJIxWA4RGbZU9csRmjbFtt1jMaj0/b1IUS8UWTr65xYhvBkNj4fBT70MhGtV9bTibBPPLHDPtZFRvadofsWWfJUb+dXjVMlAvGRsjjoH5Lx5ibf+Hd/2D9ISvVNbE9Ex2fX5eR7gTIpV27eAiEYrPXVJ251fOJEGHhmDICgDOna2ul+PunRE0KgpOLWK69w/YXnUXlKlAp5kuUQ8QkvCwFJduqan+4v0YgkX1X49nkV+ZFj+teMGCNlVfchLaV6YyPRGK2eumx5nrFs5iyWS4SUjIZDUH0XoRACbdN+6jjPBPmFGBEeBtowNDllqJnWFYNBRqokIni21te4v3fAfLEgpJrRqKC1DYf7jwm27R+KEPGtQxiNWDXiVEKRZgUxRu4//JDD2ZygewtIRE9rW9JBRjmvmM5nIGA0HnDpwkXm7y+p65pyXrOxPibxNbJyJHnOYjrFLR3aKOpyASHh5tUXeOuXv2Br7SKHezNs42ialixPMInk0uUd6maKTGqsdZTllMlaClQMhzkdkRA7YlSEWCDNgMEgQ3qLE4BJcZTgoZm14B3Bgg+gkpS6rMnzAilUb/l2FiElMsCwGPQPtRAEH1BK4uqG4DzNskRIge06slxj9KqWV8BgbYJIk5VRtXrIQ6CuKhCCYlCsrJ/+WgoB450tlOyTD8RIoG8wK4XsewRqjTLmKTEzq93H8KSt/ZOOJWeC3iESVTytBFEre0DEsy7smXsr9LLpuBIzS3hK4/BUbe/ZzcWTVMjJYv2xVZ7uKmx4ch4UnBYlf2L3YS3RpjgVdZ+1QE/ZL/Zyn6f6f63iiKfviydbfS4QY19C6b1nVlerF6UgTw2TYUGamNP7pPOe2WwG9M1zZ/M5/lQnIE47iv8qPDPkZ6QmW81nm01GHC+X2Mb2s4ERaF1fWoaSiETzcHpAVJJFaNGpoq0apIuYxBC8IxsMsctF30POZMzLOTFKtEkweUGapNSLKd55yq5mXlakWpNnKUFY5vNDyuWSNM+IPpInObmW6CRSrrqhWNexs32RuqkRePb2HhB9YG20QVmXGHPEUGWsb43p2l4AHWKH1h3DQoGM2DaytXEF17SkWuJsS632EaZA52PGmxe4//b7IAVuXjEejulcoF7WNGWNEgkCRdd2uGBpmhKd9BM0LcslKli87Yit7efUWNXB+uCJqr9BlodH/cMpJVJL3vn5W32yJEi+8PJLp91DThqMNk1Nmma9jObMM33S3mn78sU+SxsAIqg+liMEaAFSROSJMPkj90EI4WPWG/QxPBHpJ0wKkSBWzS7jKrmC7zV7Z1qdnHSBPiFuQW9VxRPT7WMx9XgaZzzJNPc/Vu7WSVHHKonxUUI7u1tBXPHUJ9CSiNDbNSst42pqz34hv4rK4mpbcXY3QpzKbp4J3dp/N/oO321nQanVvNYK63rvwXmPXs3F3dT9/B6j4RAvJAezI7pgEcRei/r3jPTMkN+irdnICpSIJMZgpKJzEVvWTC5dpBimJFphtGZRL+lo8QSMVAip+/51fUM0jDYkMQEL48mIqq4YZnkvO0kEr3zhi0wPl8xIiLKjazuUVqxtrlG3C/bne4TgUEkgCotznrIs0RnIIFgfDDAYrBXs7e1x/eoV8jxh72CPJLHc+fAtjEmYTFJUkpENNE0LrSupmwbrYVmWiJiQpYqjo5I8lZS2Y5glLNrHNK1kVGyzfv06Bw8PCCGyvbWJryqcb5gt53jrSZRGRIGzFqEU6L6+2XWOrqrRArquJVUC5EqiESO+6cilwMbI9GiKDx5FRCWK3WuXqGYlIsmY7G4jfMSLQNM2EKEoBggp8N6hhMYSMKy6L8eAPpnjI/bNH2gdjoBWEmkSJE/68YmVbESI/riQgipYCvruJgGQoe8G7UVEeQiqtwY8oFY1aU6BWnWPJkZcCAipVw0ZIgHfZ19X7mUUJ27yitwip8QYCb3ltyJSuyIctaIyHyOCiBcCGQUyRKKMiCAIMhKFQMZ42nBAhNiL9mUv2j/l2NX+QwwEGdGs0uJAWI15er2EgCiJwqND75oTnxzDCSH/a8TTLxHRzy7oPYVWHFRzQnTUMYASfXFDkbExGTIaFEhlmFU1ZWf7KRR8JEpwoZfBfBqeGfKrnCW1Fbk20DqKPMPWTf9gNxav4qoG1rMxGLL0sOjqfm5ZnZIoTRD0shCZkOoUoxMWi3nvyiZDlMlp2po777+P7zT5IKMsa6pFycWdHZqmpO1aAoEHh48YjicIKVjOa6blkqTJiMGysWFYHxYIqXnw4IByuWQ02CJNDbN23vfMkwlbkzWSVFM2Fcty2U+VSaBtIyKmK5GzpKo6REz6WeJcx+aaRAvHspwiRW+p4j2bOzvc+8UvKZclv/H13+TRvft8+O57qEFKNhywe+0Kteun01zM52xdvkRMDYv3AxcvX0InBucdykXuv/M+1f4hs8WSF199EW00b/3NX1MUGdtb2+AErE1I1v9/6t7k19I0z+/6PMM7n+nONzIiMjKzMruqm243De4WAtkCsUViBYgVC0veILFgY9jglSWLBX+AF0iwwOAd7JBYICMGW8Z2u4au7KocY7gRdzrjOz4Ti+c9N25kZmVWVeOuqEcKxb3nvuec95zznN/7G77DlM4a+rYjTVOKIue1hH1Ayxiw1hcv8X1P4y3zWcXm8oajR++yvngFwqGrgovLJZOTI8LQk88mDLuOVChsiG5vq8tr3v3d71NUObefP2W1WvHo/Sc8e3UB1jE/P8X2hvJwwfb5K44fPeDVx59iZODw/JRXXz7l8J1zmuWKxgw8+ugjRFrw/Gc/IwjP8eExF89fMD0+5vjBA5aXlyyvrzh9cE7XdHhrKYpo32lD4PzxE65eviLz0LkBZTxZWbBc3mK94+yjD8jTnKc/+xSpoEhzrtdLjk9OGOoWpTXzs1OQgtsXz0EKsjzHNnEQJpN0hLMEBmeQQtEs10zPDtnc3JKkCccn51x8+gkHD95haAyWjmFd4yc5h/mEjRt49O57qOSt+Cr/hZcPAe88Xdex62OPvTcO6x3GWVKdsOt65rMKJQVKCparNUMIKKmionOIECTrfguCH0CQHicEy82GMs+Rci9qqOmaHlXION1VCU/mB9Qu4ycvvsRLSd8OFGWc4vV1j7eeq5trsiqltx1CS3rTgw04Z3BW0LU9VzeXFIni0ckZiUxwDJT5hNZ0OOnZtjVZkeNUoLYdKmQspguU9yzKKav1mnfOT9nVO768eMZu6GisxXkwGMS6BzxVNSfROWVRsd2tEMIzX0yZzw9Zr2qkDMzmC3ZyM+ZBhiSJFLR+N+CUor1d8uc//DFpmmFVwmA8aZqPmYdgeXnDbrtDpimHhwe4pqNLl3TOkTaGq0+eMp1OePnyJaZu8e1AVmYMiaY8PMQbg1UJNkg++fjnDC7wux9+wOAcbdcyy6O95V5k1BqL0qOXQvBcffYZ9dPn6NmM8PCYVz/6mEwrPvmH/xfl2YJ0Mae+XDGb5vz8n/1zjh49YLPZIpuBvKrYdi2z+YzNes00Vfz0h/+Cw7MjXn75KS8+/4LZAOF2xc4NvP+7P+DFD3/I7HzBFz/5Ecc/eJ+nP/kRgzEI57j69HOOHj1Ees96dcPFn/00ZqBHS65fvmR+OEc4w+c/+TEJgduhZ3l9i+k7jg8XXD9/iSpLTs8e0DZbfv6P/glnv/chy8+eMTs/QYRAs6559OEThnrLpz/+IQ9OTli3LVaCVYo/+0f/mKPDIyb/1r+JV5Ivf/RjEgkHiwNefvYlRTVDTEqyqsSs1gx2oJjNELuefJJw9eOPCQraJyuWFxcEAi+evuD933nCxU9/wuM/+UM+/j/+T6rH7xDeexKFQNRvV+b31baBD9EOwTmHc35EE1iSLMP1/di2gSBE7N07x67pGKylt5beDKRZSj/6/P7GfHt/lRWAXdtT6Jz5wRFD25Ame1/XQF5WrOsG5wO275GDoZRQCY2VGu8cw66jKCoSlbKre2zwTHSF1IHBGpq2IUkUk2lFogq6botWkidPHjHJcoL1pFlCF3p2Vw3GA95RFoL5ZEq92+LlDoSm7zz1ztLsAiFvaIYu8n6LFCE0QuzxRYrpZIbzAedhVw/sdgalBEo7+qEH2bHarCnLgM4cwQ+sG0OpJ1inCKrk6NEZWy344IMPIc1YNTXbYNGHc97/q3+E6Xsm+hE6S7B4Th6c43qDLnLses18MWc6nZDohCHLSFTERDa7hnfzHFnkyDznD//aX4eRMP7Fp5+zODoG4zgsZ0itxpIsytp7KVFKY/ohStEHj2tqdJKyfnlJKTXDekspFbvbW47mM8zQMex2ZFLRrTckStPsahKpomqysbhhiK5w1vLo0aM4TEpllOeyPU5F9q4MHu0sou9pV2vo+ih4WTdI52k3G0TwOGPIlCbRkmAMZogKN1IJHj18yKc/+hEH8zlqLJVlCNB2uLGIPH/4Dq+EYLFYsOQZTb3jwYN3kCbwyU9/ynxxyPnxCc1mQyoV3a4mHBtylbC+uQViOa0RSOfjzwHa7ZbJpKAocuoXF+R5Rppots0NGINrG1SWcnx8zOrFC9zQIwNM5zOSPOPs8SNe/enHPHjvXbyKQJnfrtD3egXiAANAJ9HHRSeR6ZIkCZ0xo6R9HGy6yYS6DTjvRlhboLdxuDf0cTYgvqEn+9X1ncFPCPHfAv8ecBlC+P3xtkPgfwLeAz4H/sMQwnL8238J/A0iceM/CyH8r9/1HFIKgpDsWgNWcnZwyKZu4pdNJ2y6HjlKr0ulSLME5x3vnZyxaQduhw3eC7pdi0HihCRPEs6Pj7i8folMEtIso25r6t2Ws9MF1tyS5SlpmdL0LdvbNTpJaG2HMZ40SymTgvfOH5JqyWq14tX1FZ5AbwYqLWlDz269xYsoLZ64qDCCswiRIF1JkR5yu7kmSRO6zlMUU7q+Y7NuaNsBqRxHR2fc3KyZz1OyTMSrV9NTlKfcNJ7zx0/QMsFnOZPTEzItefr0C5yUuHxK3yYcLhb4EJjNpqR5jml6srLA7xrm0wkHR0csl0uq4xPOHzzgdnnL0ckpVTWJcl1CsLy5JVWSl198zvn771MdHqCyDAJ3Hr7WGvpxg3kRFXkSleLTlOzRA5q2g74lnWQsuxb18By3usFnOaff+wg5m9OrhLa3TPKc2eEpVgqyNKdeNxx2PamIyj4/+ac/5J0nj5FDoDY9x8eH3HzxjJvJFdu65enHnyHSnExnyKMJNxev6L3A5QmuzDA+UOYlrXPsgiU/P+G4+oAHH3wPB1xcXxPSjEFIlm2HVAqfl5TvvMNyuyYogfAaNZ3TNAahM4bGYpzApSnnj98lOHhWN5jgkTrH5QV9osnPzliulnitUElK6yLHdz6ZUj1+xMuXr6jyHFlWDHlGcbjAJil9WeCkIntwhhKCq6sbpExodz2pzpAywaU5QmaE+RzKAh3km5L2v20rRL/dvu8piypKWGlNoRMG7zFtjw4JZogSanXXYV2kVfYmGpq54ONFM4QIwA/f7eUsvis6CiH+OrAD/vt7we+/Bm5DCH9XCPFfAAchhL8lhPg94O8DfwK8A/xvwO+EEL61+H7v/Ufhb/9X/zmu80yznEzG6df1tqYqMk6qEqE1X1zdcDSp+P1HZ7ihJS0Kvnz+km3bYR0YFKu2Q+c5szxlUuYI5dn2DY0zCBHI8gylSy4urimKjCSLWoJlVjCZlFxevwKpRgZHwrtnZwxtg5SSz1+9oppG+0mpBW3foJIE40ycNArQWjKbTRA+R4qctFB0bs1gDcMQJ3s6SXDOgggkSvPgwSOUhK5bkaUerUpCn1BmD7i67PjBhz8gHQw//Od/yvs/+D6bvubl1UsWi0NMHxjajoP5jKIoODs/Y1tvmGYlAfjks884Oz7BGseubXjw+BG7tsGFwKKaRsmk4DHWcnN1g6trtjdX/OEf/zEiT/Ei2nbi7J0LW5JENWYnAkmQOBEw2y1SiZg94REyWglKJcFaRJIgvIBEgXGYoY/YyizDEcasrSWflcg8xawbdm3N/PCQfrvFB09WlfS3W2SR4o1FZQnCRd+LZFYxrHekaYa3lt47JosFWmh2yxVBQVbmOBfIygoPuKal3WyYHSzYjm51aZqC91hnKeYzghA0222U4QoBb1zMgr0jnVQIB5ubJSIRpCql7VrysgTncd6Rz2cANLcrAoF8UhGcw5gBpVNUonGDQeo4xe6bhrwocMFFXYRE067XVNM5znrSScaw6yhnM5rtlqQqSWVCUHwnqPdtWvfjjvM+tkBEhC1lec5219BYy+16Q28sxjmUUjhncd5jTPSFdt7h9yZWjBRKwaj9F/iP/p2/9v+GEP7qN53Dd2Z+IYR/KIR47ys3//vAvz3+/N8B/zvwt8bb/8cQQg98JoT4OTEQ/t/f9hyCmFlsu448yUi0YretKcosvhCtyPKUgKfuB55dr5mlKbpIMM6jhcQQGIwlyzJ6YyjmU1KlGWwbp3qAEgFnLJ3ZoXOBV4bOODKp2Q6WZr3DYEiVwFvPpm758hUkMsrr6zLjpl4RRCAhQ8iU3niOjk/ouwFnILiB3W3H6ck5gxHAgDOO4AQ4S5CQphqdaozpkN6zWl3w8OEjynKGtw3N1uONwnU9JweHBN9xs9uwODrgz/7ZP+Xx+0+iCGqiSYVkW28RieLk9Jhut+XLH/+IUqXslmuCgJ99+QUESbGY0y4mWOc5PDwizaLEPzawXW0Iqx03ry74V/+Nfx2VJfTW4a3FGUMQnjRNSdI0BggitMJ7h7OWbDaL5Yr3OBdhKHnyWkZ8DzsBGBjI8uxOIWaPtcuq6u53PamYVyUAqppEXKaUVA/KN7wd7q/8dHL3c3EPvzc9Pf7anlNAMqnIJxUAi+JNg+vs3s/T+eIXb14J8/OT1+fA7BsPm50e33MgE7wBGb/33MV0+rX7ltWbtyUH8d7VYn53229P2Pv6EgiqqqKua7Z1jbaOq9sVQQgGE9EWHlBC0HURmG+9i9L2Mg7fAtHnA+Hv+oXWmG993l+353cWQrgACCFcCCFOx9sfAv/PveOejbd9/QUL8TeBvwlwdLRACE+Ra/quQ4eUsizY9S3WWSZlwfJ2g0glOkuxEi6W11xtVlgfEElC33cEJbHOoLSkF4Z6uyJLFZMiJwspW7Ojtx2DB5kCIqCkwIYBGRTGAgKs8Mg0kKUJnW3Z1Ibb7RaZZyidY5xByxTXO7wXbFcNSmqUTBFKMPQNRZFydDTj4vIZMmTgOvQoulsUGcY1TCYZWija3lE3K5IkoKWhmKSEQXF9sePR+fe4urqK3iUnR2RZxmeffML543c4mx7wsy+eIbOU44fv0FtHkRWUKkUahxgMph/QWWR2mM2a9dUV73zwQeyl4PC9obm6ZXd1w/L2lt//oz9AZSmdNXTdgB0sk7JCp3G4sVfXjfS2iPvbe/HG/RADXZZld8cDY8kcXeBee/eKe/cLd369wxBdt/Y+vlrrr1tZfsf6ZY/7y1z/ss7pbXytv8qSUqBRZFnK4B0vb2/ZdHEirqRisBZnHEM33GFBo0KQQAoZcawASuGsRUgZCQ7qL9fA6Js+hW+sq0MIfw/4ewC/+9F74d1yxmW3YdW2mFSjpYg9PikwOAbhcRh8aEHC2fmc+WTB508vuN7W0eRGSSZlxa6taV0NyiJFIJPRRtKGnPmRlwAAIABJREFUgFAZQ9+ihebk+ITb1SVCjcoyg8H5QIFnNk/IM4VE0daC1e2OMtEoLVForBkwdiAoR5CRsK6VRSce56E2nzPUU4qy4NVLQ16V2NChlWa77hlMy+KwxCuHdZ7lekmeCQ7mOdDggibPJwymZVJNSbKELE2wxjI/PODy+QXBBJTznD18h7recTiZ0dctW284Pj5it1mRlzN0ljItC67WSxYnR6RFDlLgti2b6xvWLy/ZbFb83r/2V1CTnHroQUS5+tlkipKSfujvXLRgpLE5N9La4se+L4vzPH8jqBlj6LqOJEnuAt+evTGMfiJ+9GLQWlOW5a8U6L5zU96XRPo1jv228/ga0PlXOOdfxzz9G9kiv4Xrq69DiCh0K4cB6zxCKpx1dG2Hdx4pVKSkex8Hn86jdPSsUaMtq3cuwrCsixjU74D//LrB75UQ4sGY9T0ALsfbnwGP7x33CHjxXQ/mrScTksdnpwR5xfV2h9SCfFJydX09SpdrkNDbjtoG2tstAYn1Hmc8OkvonQEbSDKFCxapobY9bhAMzuKlwFqHs6CkZrtq0WQEomqz9dELtTeervO07ZayTCgmJcaliDBgHWRFEakKwZGUknKiSBKHwDH4GpUKvBxoTEMwczwO7x2Tak6eV/RDR1WVhNCRpRmD6XEuYIzHGMgSyWC2zA5nZIVDhpK27dlut/ixj3R2fs7Hf/ZnFGXJVCrm0xlJmhLSlH/lj/+EFy9e8P4f/SGbzZYPP/wQ0zRk2w2Lk1Mk0G22vPr0C5bXN+RFzvf/yh/g0ozGWHKdRaD5vmwV0ejJjZtrbyJ9P/CFEOi6jmLUAwwhjJCFyLOsquouUxyG4S4rvO/Lul/3g+P+8f//CIS/ymP8pjLMX+bxftszva+uMCLMgw9URcm0nNAtN0ihUDIC0a2NvT03XigDkGZZhLUMQ+wXjl7M3rlx73z78/66we9/Af4T4O+O///P927/H4QQ/w1x4PER8I+/88VLwdPba2bTadTb61t622PbHvSI1u4DJAmNs4TWME1Tepmy6yJ/N7jIHW37nmKSRpFSPJ2PXD+RJbihRwioqgwpEtq6ZTqrmB/MuVle0/Q1SMiynKFxJKlEBE3bDSilyHSOI9C0A0olBKnohgHfeLIsvulZJhm6aGrkg8cMLdW8IiJFHEmiqFtLcANJKjFWoVVJZ3pUpghe0zQtRVmQ6J7OXFMmD7i9vqGaTkhHOSnjPSfnZ8wnFc8+/nOu84KTx49I8pzrqyWLxQHVbMJ6vQMkq7qlms6jMvTlJU///OcM3nF4dsri6AiVl2RZHlVzVDRBDIE9dR7nHFprrLX3ylqPG4Gkzrm7rM5aO9LgurtscX+c1posy+5K2q8u5xxSSvq+vwuMv1S2MzIe4Jfrf/3CRxNfP+jN0/wF1LN7Eky/ygrxTf7FHOBfYkWQyz279Pjra7rc2x4rQ2S5SCGi+6JQ+MEik5Q0SbHeY5yL3hzO31Eg27aLfb8Q8MGNPO44QJFKovVf0LpSCPH3icONYyHEM+BvE4PePxBC/A3gS+A/AAgh/FgI8Q+AnwAW+E+/a9LLeLKz+YTdZsO620IRPXuFl1EKyghm1RGr1ZKqykiUJwTJ7Wp7h6HTWkKItpBlXhBwrNsa5yVdbynSjK4RpAUIKegbz/HBKbODkrZvyZDMF6f01tB0NbkKyKA4mJyx3ixJU2jaBq2z0ZDcoxOHkIokUdFr13mk1ygFpvMoMo7mM7a1wYsEpGOwLW2/xfaBIlswy6Zk2lPOS7xrGHrH0EOWBRwrvNRcLQ1ZOaHIM7rOMilnPHv2JbPFgneePOHRex+yurzms5/8eezx5RnDdsutFOyurvmkbmnWS6TW9MZQTqYcnJ+RTqdU8xlpmlJV1V1Je/dlD0CQWBszvmEwsTxJM7wPdz28EDx9P5CmKZvNFudchC2UJUVRvNGv+0VZy/1McZ8V3qmlhDBO8e7fPyAQ33B1v2Pi3vvOh7t7vP5d8DpQvXmkCPclUn4VuZSvBq6v/v46S7bOYozFuwBCIoVAKjGa9MgIyhZilG3Yn8NXI/O9cwxj9nT32n+d8//NLCEE0is2dcOLyytutjuClgze4qxlMOYusMVtENsjPjgSpbHe4mzkpjvnEDJKqfX9X1DVJYTwH/+CP/27v+D4vwP8ne963PvLek+NY366YLVZkThP3US8m5QBpT3Nbol3lrp2TI5nOOPYNW00zDYWfCDYQJVmnBZzqlJzcXPD5WbJyckZ3nnW1y8RWUKWpjx67xGpSvDekFjFfH7K+Tvn9N7z9MVThm5JWiiGYYNnYLcZyJKSrrH44CLeygayLDZrhQepNMY5nAn0jeP4cEqRVbxz+gStJ3zy5Y9ZLlckGqRPmRRzSpkzqabU7Yqt2ZAWAzpxgEWpjL6zVOUc6asIkak7drstSkkeP3kPKyU311ds6y3vfP8jTo6P8dbSdh277ZbbzZrOGY7ffUxZTeiGPurA6YTD02Oarnsj8L2WGIngAT9md/uMJE2zSDnqB0LwGGMYhpgZhxDiRDh584q7Nx/fHyOEuGOK7H8242RuP0kWQtwFw5glwj6YCBF7jlEs4RdhuSLHds/lfXPdV4a713u7d7z42rFfX28+6uujvmq4E/8qcKP8em8c1sbX37YdSZKO71EM+Pv3SilFIgNKSpQWCBG4+5hGfjFC3Ms63+4g99X1hnqPAOMtMk1Aydj3E9ESdr9PrDEIGTF8OlEY43HexotFkoztGH83lNPqt0DGPkjBVb2l7gWTIuVA5+jEsWsHhJRgBc7CYj5DJURH9m5ABEWepYTM4YxjNskplEC0DY8ffcC8mHDSHOOk5ItnF2ghkCgymaKIV12N5t3TBxwv5my2a86OjuDE8ezpDuEH6t2apvcImWP7qBIrlQAvGDrHJJ1gO0Hd1jgc5TQn4EkLiWXg1dULUnnE73zvI25XrxhMi04UXQ/BCGbJjDKZc3t1G7myk0AQDu8s+AnzySnz8gGXL1fUuyV5XvLixQuePHkPrTSvLq+4vLzm3cePWSzmMYMKDisCQStUVfD+975HNZvz4uKC2hgOFhVnZ+f0fUeWprFPEjxSyJhEENUz+q6L01djYiksBG3b3vX+siwGqvl8/sbEdx+07vfu9r2/ffa3L3uVUkgpyfP8jT7ffooMr2NSGEUMxJgpvSn1NAoC7AN3BH3F0t3vz8PfYcFGBXtC8HevOT7XXi04/osaqTEjk3LMxO6e9uvDEec93TiplEKQJBIhJd0Qg15vPINxdJ3BeU+aJHR2iFlgiOcmlUQrjZSCQkvSNLKGpCQO3KSIAVGpKBYxvqf7s4jagN+UAb8966vlfWcGNrsdq82a3hrcfrhxr60CEVolEPR9h9aaYbDjvgs4a8asOgpquG9HurwdwY8ATkCPI/EOLRImswSRegYvGCw4B8vbmoOjksE4emOQwqKEQOQenQhkAsZ0nD18l8EHNnXNarPmcr2mNYaiSpAITNewvGn54IMfoERGphRpCBwVJS+fP2dxsMAcn/Hq9gWJLFC0Y7/LMZ8WOG/RicYOinrXcXBwTJZPeXV1gTOQ5hKVCGwwGAaeX/2cvMwpMsW0miJVwHcDidacnz5itV5jBztKkRfIRGGHQFLO0GoCQWGto+8H+mEgy1JmsxlffPo5Zhj48Ek0Srq5uiKEQFbkTGYzrPdU0ynFZMJytWJX1xwcHHBycoIjEr+rsowXmBDoho6+66nr+q6k9SEqqmRZRlEUFEVxp99X1zVpmqKUuoOnQMz09sOMfZC7D3m5+9jv4d7uDzf2GeQbZW8QY5YX2xwhcKcTuA+Ke5XtqAEY7vbWV8WevPdjFRmjavxvDBF+zKpEuOulRZ65QycKraOCoPiGwOfx+ODjZ5TmICOMqR86jPMYG9jsasQ4SZ9MKggeIeOFxNpYqkUQvKPrerzWke1EQMhAVZbxM5ESrSSJjgFQa4mUkAiJVrEdIOVXS+Xf/Ppq0NsHq7quaZoGYwzOWmwAa+59vuPyYxCUCNqmByL0Jfi4KdRY+gbv42DyW9ZbEfxCCJjBQiqoe8PQWaRWiFRjcSRFFDNsdwO3NxuSLHpTeOlx0iO8BCTbdmBWltw0PT97ccm23mLw1G7AJYC3nMwPmFU5m+0Vn376MQ8ffkAxrejaDZmUHFY517dXhCDJ9BzBgMZjupaDxYyiTHl1uaGsFvSdJEkExrUsrzdoDXkmQHi8lwSpESmIxHNx83Nm5YxEJRwfn9Jtn6IVJGnO7epTAjZq87mMNE3ZNVvy0wXBKSCw3W5p2hbvDO+++4RPP/2MNEmZzic0XRQjnc1mpGkGIg4MLl685PDwEDsYtrcrzo+OqSYlSkJd79A6ZRgG6rqmrmu89+RFQZpl5EURS9EQmEynd3Sh+1i8/abcl6z7QFeW5T08YFz7rO/+oOP+NHjf4wvwxt+jTBY49/qLEEZQaxD78LTfSIyczlgK7jOCeztt/D8Gw+D3AXIMlT7E/ibcfZmcd2RZitYKHxxCpugxkN8bMcTXOsaZLM9w1tO3PXXn6IboNCaERKCZTUrSRKC1iuUvjnjmEms8WSoRSJoQFXoSkUZl4r5n11gGE/taAo9SAq0lSnomZUahFYkUJKkiSdO3IvR95xAnxGA2KSu2bU/wA856vBd3Gd/+ccTos+ysRSoZM3cEVTWhrmuUjHatQgjsvQvyN623IvgB5IkmzxIEAWsMdjDI4BAqoFMN3qHLjKBSBD1CRb22pjbgJJNK46Xncrtl1fQ8Olpw9uCcF7dXiOCQftS7U47NbktVVeQ+8OzppyRnD1FpBjqyJrSw1KsleTmjSGds65ZUaZJC09maw9OcvPDkk5TLVw3dNvr3zudTumGLDyB1ChKcN4i8I5todu0lB/NzvOnJE0GeDdzcXNB3DcFokmTBweQI69aYxpGIE6rygOACm81mDB4Jz5+/oKompFnCbL4YYTOBuq7H9rbi1atLqqqK7mIvXnAwn+GcwZiB3W5L09RjpSjIspzJZEKWpQR4Y8raD0MssaRECMkw9LRtR1kW5KO0/f0hxn6j70vd+0OOr4KaERIh91mbj4oeY+8+DgNiVhSNPcZsTggYy3MRPIwZWgjxArgPSM77KJ0PI10tBlr2IFleyyfdqYGGKPIqxsmxVAopBb2DqshIg0D2BpWlIMfnjS8G5z29sQyDpe8dXW+wAba7jiwrKCYVbVejBWQJZDqQphLG0j4Ez+CiPqVS8VO0KqD1mBEHTXABj8INNUUWKZJ78d6mt+RFRlGWpHvJ/39p39Zff+1bLPv3TiLRSrGYz7EhEgtk18F++jv2TJ2LQY5x+KWkxg6RshqCp97VxA8xtjrcyP39tvVWBD+lZJwgOhdfcJBke6xe7G6PE0SLCoJZqV9v1lTRG0nbdEyLhMNpxUePn9B1Dc9vbwgenPUoGVVh0zRFaQ/eU2UZslI8e/aMfnFAVWRICV54gnToBHSeIVVCXhaE4NEqpyxTmmaNTiSz2Yzbqy1K6thb8nK00xyvTlLGCW7m0KnA+BpTO65vLkkfnLPevSDQMvSO733wBxwfT/n08x8hQsntbcP8yQO29QoAIeRdL+z09JQsy8dMKl4Bd7uayWTCMHS0XctkEiWspBQUWUrT1HRdzOhmY5/OuQhbSdP0dfa175/5qJqbJAnOOna7LUIIptPJG7g8Y8wb09z7vbv9kGNf9u6ZHAFwfr+xY2Cy1mKDvZO8V0rHcjTEDAcxskpcwNn4JfAhyh8Z44ntu0iF8j5gTJzG77OFMR1ECkE/WJIkGZ8nQnv2enD77FSIuDcTBV3bIPMUGSRGBNI0IwgYrKPp+sg1DYHtegtBkObFiALoUTJQ5hqsYFJkTIsEERyma3HWEnzMaIKEQmu0UiAl+SJyi7veYv047AgBJRyp8rjgmZUpSuUsV5ZE69Gy8d4U+21I/e6tQBizeM8wGKqyGnupUBYFRwcHNF1P1/fsuxPeB/A+4lhDVGkSSkSnQOF5DSgJSBWzXWOG2MP+lvVWBD8CNHWPANIk0lyMjVp40QFMoJViUnp8P3B2uKBKUnbrmtWmZegtXniMs0hpCa4hyzWL6ZyXnz2NyrBKEoQluICSCd1uyzyfkOYp2WHKqq257bYczqcIPGjYNCuG3ZrFYkrfdzQbw8npCZcvXuDcwGwxoa8tfWOoygQlErwDoXTsUaFJ0xxjB9bLGrkoSLMOJSK9rjUNOh/wAiazIybVAkGCChVFKlgtt7SnPRevXiKVxDvP4eEhT548IU3TGCSkpOs6jDFMJhN2ux0vXr7k8ePHXL56hbOGYjKh7VpOTk9xzlGEMA4wJEKEu0xvX9bug5gxBuccN+sbrLUsFguyLLsLcPv+nVLqrhze/74ve7866NizQJz3IHUkpYc9YyTmbT6A8Q7bDrE0HRM+qWNG2HYDzsd+VmzdCaRQTKcVWa4QIk4C15sarVO8jMHUOouSsQ/Z2xqlEpQSoxz/6BYnJGEsw4dhIFEZZZLQe8HQtaSTihCg7w39YNm2PU1vGEy8cGupOTk+QGkZpdS2jkkmmWWKeTKLAhFNg/NuzF5DNOECAh4vDL3oCaMbLSruJx9gGFrKPOfo7AClBUM/UOUxcHcakn2sGwPeWxb3APAutkz6fogmRQEmVRR7yNIUpSR5llCalN7GYVtU1g50XbP/xOnahqhz7REyRFxsommbdmyXROGDb1tvRfAL3iNtlK8usoxuqJE6tpWt8/SDQUpDWeTkOuXm5gY/mcarshYQDFWRolKBUYEXmysSn3F9uyMLCQ/PHuF8z7ZeobxEyQRJihs8brBYY0iUYt00vFwOzOdTvHCs64YgoKxyUq1p1552NfD49Htst7cMXUu37ThenLBarXETQb0byKs0bs7BUpQapQReOLrekluLVgOq8LR+iXYSnS94dPouRVFQ7zYMfeDo4ISXV7d0fcfFy1eIAA/OH/Dhhx8SQqDv+5FelrLZbDg8PEQIwcXLl+zqLS8uXtA1Defn52RpCkQqWVWWZHl+D3Yi73B4EHtzUkiMM1xdXrHdbTlYLJjP53cBEbjL7va0tPuZnxn11/b9mn0w3AOfpZRY5xh8LGecC1jjYjYY9llbVDZWWqPG8jhNNT6kpFnBYHr0KKaqpUIKSFOFljFbC86TSNBa4LxHKaLjm/AI79FYEqnRUqGFQ8gofJHn+vWApkzQMvr0ZmmCUBleSNa7FmMcg7HU3cDgAkjFtCjJdCDPJFoKUqnJzo4QPuDbGpy9m0rfSc6H18FdBIlznvV2S15WI4tBR0iH1KSJIpgB3wcYouCG71qUUhxPp0gd20NR1HQf+t6eEBj3y/5C5GjalpvlksePHzN0HZt6x2wx5+zsBKEkt9stzsde6f49gsj2AD+2KBxFmeGdGafm0Sfbj8OPb1tvRfBLlOawmjK4CGq0zsSm5Zg9COmxwbNtO4o0Aw/aRN5uHTpECUUqSYNgJjPKJMc5RbvtefzgMVOdxsnm/IDNLnJfU625vLoh15rD2YLD4wOeXl5w2+9YNjVCBNJC4XFsdtccTI45mR2zXdeseiirAmt6/BCYnyzAK3abHZNqhhMDiECSxp7RblVzcLhgu7kZbzeUs4QkM+AGJlXBYhE5tN4bRAhMqor+2XP+9If/Amssh4sFT548uWNYDMNAnscStigK+r4nSRI2mzVZkVM3O95/90kULa0bkjQly3OyNMUYc8ejlVLdBbF9ZrZcL+n7jul0ymKxuCtL96DRvTjB/TL5dan8OvvLsuyu3N3/XxQFwzDw/OIlrXVIoUceZyBJUpSWpErR9QMqkeRFgRKCfuheG/VIMZbdgbZumE9naBkoUk2qI7REeI/NFUkikEGTJEnEBY6loJhmMeAQaVHirp/k8d7h7diLRCDSFOMcfdtjvGe7q7HWMZ3NQEq8GeL9XE8xKdHC4QeD6UzUnfPRrF0QvTne6MWNk+ngI3jXB2i6AS8T2r7nnaMDvPd0vscZS6UkWDVWORInQArid0UIwiSnqIqv0lLeiiWEGKmMGucDTTew2u745PPPOT05ZtvULHcbymlFWqSoOqIKhADrLBB7oyG4CDcTUenHOTtelAWEOPAitpS/db0VwU8KgbADkmgOI1E4F7mjbhjuxE4Rkt4Y8iRl3bYIEbB40kohnCcjIw8Z82zOz55fkuiEQitKJcmqBUZ6QNEbx2aziQ5cPjArS8ok4/GDRzTPvmC9WpJnmmqa07kNWkj8MFDmFVlWcXFxgZTQN3BycM76doMNDmscTgp0rhlGE+X1aoPpB7bLLcVkTt020PUImZMkKYlOyQvFYFqSZKBva5wZUFoync344sun5CO0hXEj1HVN3/cURTEGm4AxA8vlkqHvQcF77z5BCOi6lr5vyYosZkQE0izCU4L3UX9vHGxs1luGvqeqSo6PjuPAo+9ACLROohaiUm/oxvl7WKx9MJTqta5weIMt4ZGjj0WaFVhpSZIMIRR935NmKSE4hAIhHUJatIiwIh8gS2NvM0kkggwpBPMio8hSNAEVHDgzCj44puPxwVvC6Jvhgh/9bh06gEBGcyCi6VAgIEJAhlhUDcD15TW9DZgQ3e18cAghUVqTWAMqsJjPmRYpKjjq2yWMZHyBiPRMHxWEtFbj0HkPft5bLYbXYGUpoj6kjNPqNEmwHpre4HB4F7i+WZEXJd5ajg/m4GL5F9x9QtXbGABBqmh5eiwlt6slXsDLmyuUVnTGsLm+QkiJVnu4U9xDAT/K0+9je+wfRsB4DIzexZZFkmrenPR/fb0Vwc85i7U9QimEi6KQOkvZtjsIHk3cDFJpbD/QmR6tNWHsr4GHVLDre7Ap/W3D1fWGJw9OWCxytJQYa3EyouKbdkdZlTR1Q9sbBgRX6x3PLy+RWcKsmNE2DcrHXlZaJNB6dn7H4fE55bzkennNO6ePqcoS6yzt0PL8uqO3hn5nQUS5q+A9mUo5mh9TzEoul1d0w45hkGTygMBA1+3Y2g35fIEIgtlsirWGduTGVkWBFLC8vUVpRdM0ZFnGbre7KycBXrx4TlEUTKcVzW6HMYYsTTlYHERllvHxzOhvIBinst7TNh2LxQGTSUXfdzHTCnFzlVWJ0gLvLNbGybZzUd9vD7bdsxPuw04QjAOs+CUXI2bOOtBKk49X6ERLZCpJk4ASGp0kFKeHZFqR6+jv64s45HLOEoIF7/DejubUjhGgghcBPU5rQ5CEcRgUx8gCj0dogXcBJeJj10NLVpVsm5ZyUtJstsyzPMYePEIJsqQCExhsh5AeLSXTIqGYpOAiyN43u9FqcQTo4lnXDUmRU5YFzhqUH0VKRzC1DwExXsBCcCA0SkkQoGQ83+AdCsXd3GZ8c10Q7NE68m0c7Y7rDSbH/jYCiVYcHi7YNDXNtiVYw2BNFCuxlkzfG5K5CAe6L322Fyy9u3gQRvB7wHs37tVfvN6K4BeAw/mUSVayrLdsvMHWffReSFLKNON6tR77c/EFKikwvYmlZaEZMAQJwluurm45Oz7i+x++jw6GWCAJVnVNUWTMmWM9hKajtp5/8tOfEZxjOptyNJ0gVYLtDanMkUbT1D3UjsHtqFtDXmQcHC5YrW9JtcCHGOyUluAESkjSNGZKQz9QZRWJUNjWoFFokZImFYMD7xryZEZa5jhvIiDWG+rbG3bbLXmW8/7779PWNYHAYrFAa810MmWz2dwFwasR4Dyfz6mbHZOqIs9yTk5O0EqNzIOOQBQX6LpIk1utoulznhd0XUeWZSBGmMdY3rptNCvaszyU1iT7kpkY3OwQp43AHWUNGAcf/g5wGzMrz2JSRChLzL/HTW3jQKBtyQgweNoQUHt835j6xmGSj5NeAsMQ8YhKaZIspTMGJQTGDBSTKZu6G58n9iQnWYHr+kihQmKBqigIg4Usx8oaFzzKB4TwKBxSOpCOPBUczCMyIJgO0xjCHQVLx/60jhg75xwDkqG36NQhnYvWokR4jd9nK36f/YH3sVcq9zxnH6XcjI8/CyWQMqATATjE3bQzjPjG++Du8Qr0l5wAfhOu76uc7n2LZb1e0wyxnbIXLt2X9E1TR2FSHwHsSum7QdqdYIY3ECDPMrRWdH2HcwZrAt8F9nkrgp+SkkJIRD9Q6ZTlcktVTXEKpAwwOB4sjtgNhkYZpBYY05MmglSCsmCCJ0kSmrZHpTnff//diBMMHmsdSsQ+w3bbsO16mqal6waCUBydnDIMPX3X8urlSxKdoIOg27ZRIDEAQXJ6es5sfkxZZlxeviAVgYuXl5w/OGJoW8oyY327YzYtEcKB98gAZZIzL6e8urxkOi0RIWB6i1Ipic7ouwAzwe3mgk17Q997pMyxg+H07AEPzt/B2oEvv/iSIi8IPrDZbiKQ+eIldV3jnOOjjz5iGHrW6yVd31Pmkt1uS5qkuBCFCPquo2ka1Bi8sixDaQ1BjFi12DSum4ZJFfnEUsRyzRgb5fdhDI6aLMvpui6WcyJO5ZMkGWlaaiTqR0OaPZNEA33TIEaXrhgYfaRw+XCHnRNKYZ3FCSJkhfh1tt7hHSRZjvEen2Yxu5RQzSq63Y7BGYwUZImmQ+NifEAQ0F7RO0suFATHtm/I3Yy6qcmrgsEMeKnQeFTwVKliMi0RKHAGM7T06x0yxOxtsKN2XGxIovKoJo4P7OqaajJB3fUUI3A7+HseE2GcSo4tAq3GXhch0hxVMr5Hr9kseI/Ue+tzP979N1/m/iJA89duH0Hhs9mM3dUlTdePvWPQUoMAG+wY2AVSjv/SBGlj9WLMEId14wBwGGJlEBEE/rdj4AFwvVpTViVOSoKUTKuKy+UVeZGiguRoOqW/XRKcIWhBmoHyUChJKhJ6kdAPUfJmOtX8+Rcfo2RgWpYcHxyTSM3l7ZYXl69QOmG+mEYTdKl5cn7Mpq65XUVsXpYklHnce3q9AAAgAElEQVTOg4cn/PzVJ3TOUMym3C5v6QfP6dkhZZXhk0DbT7m4vGV+UHA8m7HabmJ5JyKPIBhPsIFmtePh4SnLek2pNL0bkBKClSxmJ3GUb69IJwNFdcz11RZC4OjgEIiKtd57Xl2+4vj4GDMYbm5uuL1dIoTg4cOH7HY7sizj+PiY6XQa8WJAs6vZ7HY475nPZhyfnOC95/rmmqIsRsmpgNbJ+FUasK5Fp7Fx7oHe+jvIBfG7h8Rjm/Zu2KKkxGpPPTqpwZj5eY8xkbJE8GQCFmWOxtE0PcVkQtO2FGWOH6lhQUBalNRNQxDRIH1aVeAcwfUM3oKQtGaIUkce0kST6JytXSPCaz4o3kUMXwCNRPkIJJHBITwUQqKNZaYUeuipEo3EM5JtSYB2uYyTSnwsR1XAWBGDqtbINMP3A90wMDmc4uwAwTNJNaWWJH4szEfJLjFSBPd1a4SoxE5pvdtSTmO/Vc4rjLXYEDGXzgx3JSBB4OzeqDv2xO7TB39T6z5V8f7ag8cD0A8D282WvutJdEKSOpqmeX0sEWeqtIKR2uh95O/uVV4iON5FURMf8Z13/O9f4jzfiuAnhaAJjl23QyUpRgkub69AwND35FkRM5Z6iyP6YSglyXJNGiSZlTS1ZbCO6SQn1wKdVxg/cDt0XD59imliH+Dw5IQs1XETakUmBKUAWWQEW/H8+QVWS5wdUFcghRwb5Y7ZLKftt7x8teXgYEqeFzx5/wMuXj5jvXnFerckTxKstRycLGjqmjzLkELy5NETlpdXMBhMaMnmKdvNiipXrNa3yDBhvbsmSzVawe1yyaNHTzg6POTFixcIPIeHB7RdJHR//tnnGBPLg71k/Gw2QyrJ9dUOY5YAd9p8ZVWRjpPetmnoRy8ErVQcgiQxOEgZTXyyLEfKuD0CAZVogg/oJPb2nHVoqTHWMhgbp7JaodIEP5jXfR4xblzjGZxj6DpEptE6ZlY61aRlydZYVFHRdj2J1LRdD6WiMRHZnwhN11p0tGlAjnCVTIvY7xKQCqAfSFxAAlIoQtsyVQGEQyCRwaO6LZkIJM6jPBz8f9S9yatt+5bn9Rm/Ylar2PvsU91zi3ffi8y0kaEEKWjHjuAfYEuxIwoJ2RFEsJGp/YRsJdgNsKGgaIKC9kQFG4IakBYZYYZRvhfv3fKcs4tVzDXn/JU2xtz73BcZr9BIghcTLvecdfbaa6+15xxzjPGtfEs9jWyo5HGkAe1K67pTKpDyKudzBudb+v2Gy2nmdD4zxiOvmte4FYUUKqZqgX1xpbkidS2Gbo0ALY9yuPqoJda/yHcUMqXkdZy3SIbxcqa3BoMhLhExzapm0FVCEb156+9Mj7+IXvDP6vXiWqCapn0Cnr/7dd55ur4n3N5yPo/YrlNl1Hc5pLWSV9J5imkF18raEWcejSrMquwRFE2utRJWBP7nHb8SxU+A6qAfOna25108Ur3wfHdFmQM3V9fkWlnIFG+pWTgdAvZq0NjE9Q7gjPDZq495fbXj/vaeY7Gc5wPGCH/l+x8zx8jhfOLhcMJbC6lQqnCelyep07DpcY3HWMtSK5epYFzLZR5ptlfc3Gz58usv6DeOh9OB73/vOd/7/A2/8ztf0zQNaVkAo+YAYab1V0xLZNhvkQyHy4lwSZjek2sghUzX33E4eaxtWBa4v/+G1g3stlfEONN3Dd47+mHg3R/8AV99+RXb7Y5alVLy8uVLRIR3796Rc+bq6pqbmxu67/D59I5bmOeJyziyjBdeXT0DAl1nlXw6V6ZlwprK5vmOpm1ABOuMZqEaNVjQrk6oou7Oz/YDbdMoJYFK6Zqn0a5klR8ZqdwMN3z79VdsuwZKwEhhmkd82pLigqHSOIPJiZoTphYGDNZp7m3OSni1tbIVi5kWnBGKeSwkgcvdW+yKYNdSSPNFwQ5W/mBKJGOYcuG610737eHM9Yvn3L9/x83Na27f3/H6aoMRHSqzwJQDDoHiCKt8LIaI1EJNCVcyloozwnR3j6w/0mWaGedJg9JLwVYt1gYFe2qpkIqaKxgda43oLlBb7EwRYFWq1Fr0NUsmlcg0X5DrLUJWk4+qwE79C1311e/8Sb0Kx3HEOo9zfkX/PxwCqzGDwxrPMififNYm2H14749aXiOiTc/jZ1LBO6f68lKotiriI6KUmLpOHH8Zdn65FFzX0nc9HY7P37zi7u6e1/s9wU703rGkSO8dE0aLSd9CtYyXyBwTsejJPU0Xfnx+4PZwIlR1O7YVjocjlxAIKdJ1/fqBRgVCloUlBM7ThVQrXansulZ1mmPQEazRBLklzlQpHKcTYuEPf/R/8erFxwybK47nA+IrRhIpJ4xtKEWYphNfv/sxb24+oYpHpMeZliKJec44LwQzMnQD1hW+fLjjs4//Op9/73OM1fb/iy9+wvv37/n222+RFeFNKfPRRx9p1sZ+T9u2HI9HhmHzZCcPrIjoTIhhJQBXtpsBVyOX8Z66FLq2JU8L/ulm6cjzCEBcwQYRo35qK6prjFoHtSKUJa/7F0Nj/UpHWP3pnEG6jiqV7vVzLIU8jeCMWmrFwLOhg8tIT8bnhb2HNB7ogRKVK2copKRk5Rgimcoc1Utwnia6rse7hvPhxPXVNQ/HE9Y3nJaRtmuVdhIim83ANE3sOkcxMBuo+54wd8TtQBlHioArFQvMUgglEnOhtx0lBq6tJ9TKrvXsNg1tVZ5ZyplxXogh0A8D9/cPWOehPq4uKlJRzWp9NGrIT6gtCN4psuudW4GeQq0K8qmlTdHPFFZHmsedX1l3ax/4jH9xx4fxXaiIYTX4jVjb8KjLfQRhBJSFsejNvYagXMdV2FBz0uJVYEmLpgRmZVA8qnUe3Xtiyji7ouGGJx7rL4ry/JUofqkUKMJ8OtMPPW0RXErIEni+3ZJSYlpm9m1PXgrnZcH0nr7d8s3de0LKSDW0zvLDn3zNtnf4xjK4jsv5hBXN5W3E41pPjIGcK+RC6xpKSIznk4bvNC2SMgaNytv0PefLiZwKX3/zBdv9hmHbsaQFby2vX+1IYWK/uybExJzuEBfJWXC+xRvPYZn59t0XlBwosgCZvvU8jAdMk9lsOxwztTSaB9tUPvnkNdZZas3M84W7uzvevnvLZrPlcDjy6Sef8v3PP6fve9q2JZfC+XRit9thjNJh1H1ZA4K6tmW322PE0BjD/bsRi8FnNQiI4YJbCaKlGpYUafoN5/OovnTOUEVlRrmsJqJFoziLzitKecmRsiwUtPiVx/GNQkHHF28tbeOIUZ14S4rkoMYTYVnYdgMPxyPZGUpIiFi8K8SSmLNh8JrNW4zhfJl1VyyGfrdj2G64P50IIkQRxFqMcxgxSgsSNcTMa2dhCnRiabMwVEtbodM7DqUqKispajdZoa2C5Mp496BjtjeEHFiOF4xvOJ1HBZDQYmRFlIT8OOaulIy8OhOrs0z5MALLo+NMIcVALRmxhloyMQQN9qLgrKGYivdWn7+aBbB2R4/g0J/n+GXDmXQ/p5kZtVaWENaxvnKZRuZlWd+nsN1tn7S8zlo+fvOa/NVX9EPPF998reYjtSIYnLeq4qirS7pRbmoIgcoHeaWsO+FHLbCzosyBvwzaXuccH109Yzw94IylsRZn9EIJEqBUOt/ysmmozJwYIWUkV2qGUIWmCFfDlo9e7Olb8Ovu6jSOjGHmklUGlGNUFUAt2AqDs3z86jmbRkfV6XzGWUeYTyQDVRK+t4hRp9lxGtnttvRdx7xc6FxDLo79cE2OC3OuuF5HkjBlbnZbjre3zFPgcL7DN4bGZ3Zti9RrojvTer24z4cJIfG9X3tO22dSHjkeT/z2b/8jpstC1/eM48hnn37Kr//6P6sGmwjLPHN7e/vk+WdXudp309CsNTxKJJz15BjAN5jVhRpYRzUhAbVpqcOOaYo01lBJGOvo1izdmBJk5UFWK/SbDcfxgk0JI0pW7/pWbbiSUk+sgVqSeglGlTndHR949uo19+MDr169YjpPdJ1hzmUNghf6ocf5GUplHtXKSmOqFTgwj+qGWsg5AplaI5WIGMfNtl+jBwy1VfQ6tg5TEh7D6+0Wc5l46T31dOLaOUyelUpTDYSCF6cAWTWYLMzjRA0LU1BuZyOOzd49GbzmnDGl0DeebjPgLOSSSFl5iLKO5U8fPHygp1Tda7lVM10lY8TS9x2yLNRaCFHzaDTEO+HNOkbX1exQKvJPefb904l23/17rXD/cGSJgXG6qANzScQQsdbhXIOzHt929J0H1Irr5fMb2q7l//hHv42FJ623sPpCWvOE9JbVqaeuo+9TNkzVz8zY9UZDxZhKiH9OG/u/iEMAFyPbpoUK87RQjeE0T9Rcade9QWcEV/LqWWbYtB2ttaSSuGo9n1wNPB8sfWdwtscYS984fv+rA6e0MLQdzsh6Ny40VDpTaT1YSTiTaWzFmoxxXqkERrhMC23f0taWuGSGbuD4cKBtPOeHifPhgUsX2F/vcTHz9u5bukG43necD/ds+x0OS1wqrSt89PKGGmDXvOCHX58I08hHn3Yq2bGJfpspnPjRj2/5kx99qVzBzZ6m6cnrqLssiy54reV4OGLE8OL5NU3XrTQWvet98MzLWKtmrmG1DKo1UkhP5FmVBimvKothSgtziWrpJKpXTcWw5MTD4URHpR8GVYnEwnmakZJpG08RA2K5nxasCK0Bv+6Dyhx5tt+vrnqC+AbpB2g7rBUMBSEhAr6xOJ/Y7QRjW5Z5ojERrBaFZ8+vMFKxvYW0EA6Bm77HkfGbDrECOWonFHXULEBbCq4kKsL7w5nuasd0uON6f8P9/YHnGy2YucCSM9GtuuYCl8ORWBONMxQjZDEkrNYugcZ5qhha69g+64klEcKk46kowGutAkg6/dZ1hDXkkpkuF1ytnM5nXu0GNTaN6vZsYyQPLc4Z8koaLzlT6ir/yfmnW74nfuSHv/9/Oeoqp/jTNfS7fEKlH1WmEMEYcJ7z6UjfeGzTathXNRjfklYr/zjP9F2HGGHTd3zy5g3m3VveHw56/uVCkQSxYlZHppySIvsrMCIrmFZrXs0tRN2ujRZmY9o//XZ+6viVKH61ZgZvGOyWWsC3LVf9jnG64J2j9Q22CIXMq+srvnl/JCyRGBKmQiOGK9/RuYWXL3u8OEpoMMYSx0BTDQ5DyJlkQFyldRlTsmo/DetyPmNWHtr1Zs/oEm9vv2SumbTA66vn3E33pMuZN9dbTOs4nCaur/bcvrsnhIlu6Ni3z/jjH32F6xZ+7fufcAkHTNtp59AJ0hbGy5HGGPYve/Y3PcfzQlgCxhZC/JZTu/DNTyZa/xF/4zf+BWKq/O4//j1+4zf+eTabgRgX3r19q6FCRtjv9lSpKx/sw/Hoplyy5mQIVZHssjYcZaVJrP5puWYSBSsW4sLeGUypWKk4UzFpQZaFvupYKCXTCLi0sKFQjbpr52ppEBpRQrIpBVvVvj+ve7sK7LqWgczL1tHFBdd12Bq53nncxtE6z3y5g+BIeLaNQbIlrdf68XDAWUsMi5p3uob5dOR6v+f+eMQ0DfOy0HqHNcI8B4btjvPlSOOvlExbAvv9NccxUocb8imQDZiaQCyhFqrvCBLJcUFKXO2SDE4E55SP2lBouhZEiKLmWne378m1MlwNpBrJOWruhHW4IjTO450nlsI0BRwWYwtYlavlWrDG4ZqGOURcqthcmceRahvmaeLlZlAuc63IWvsUBf1pz8EnbTR13cl+B4b97py8/rmsN4onx5v1i/X5hidzi6r2Yc47LnHmm7u3pFIJBTZdT8oVa1WA8P7hDkshhoUXz27YbrcrOX/P7emAnAVqpkp5IjUvy8xK0nz6IRUI0d1p5bErVLlqzIla1Mbu5x2/EsXPiGWeFtrW0biGkhT6d8ZRciWZQinwrOvYWs8fiGXMiXGeCCXjnaVrrHYmSXWXGPWHm5eZzz//nH/4+/8PSwo0jSenyKYfaKqhWYONnXMagSlCYx3Xux1fv/8JxQimCF211DnRYqhTZrsdeH7zknx5y3hc+PTV93g4HLkcE9Va+k1Ls7PMMeAHIfHAaRIGBnKFzdWW03jmJ1+856P8jO2uA7kg0uDMhvEy8emveV7eDLSm8ju/9fv84Aef8/z5DfMycTweWUJcHVt0yfvVV1/hnGOz3T+NvM7Z1byA9e5YiSGwLDOdVTPSuoYBpZKpOTO0njGqxdhgNcei5IAtlTLPNAi2ESiCq3H14ptoLKtmePXdOx7ZGUsBvBQam/DGEBeHTQkxFUfhfLhjXiI5BcJ05nrX41zGd5ZaFoxzhGR4OFxYpsKm3zIvgYowjiPb3ZZUhe3VFe2w4eF8YBYIRnDWUZ1QrDrElCQU25JoSNUrqboaDJYIJGsoxqiKpKxqEmfwbUOViitF1wqrnG+73WCtWakZcDgcCSlRqAzbDefpgusaQknMacFaqEbDeHCeUhLjrKTyWoRXVy9wVhkDTuxKjNbi45wDiZSS8daSzZplshaE+iTrWy+sx6LGhy5N0OYv5UxOGb9OVXV10vHea8GslRTT02uLVygj58z7wwOXKXCZFuYYlRReMhgoZMZ5UjFj1heLYWa7GQihMJ7PLNOMEeH93XtevXy1ughlpumiN+ecqaWqHtoqC8M6CyhTXVY0vFQoNa/ccP3ZNFxMrbPkF5C+fyWKH7VisRwOJ5wxNG1DrDr/l1K5nEa6tmczeFIWsI6UE8fzmVIK3jk2raV1DbV47scTYgO2Wq6vd/zk/oElBmgtbd9zuj2i2EJZI/Dq00lmRfdodf3AJUKH5UW75fnVc/7k4UInnqH2jG8vvHn2krldOI8L3//kM37vj/6IKsKzlz2XdOTduwIivPnejjGMhDHzbPscKkQWtptr3n41Md9kXDvz/NmnUIWrqxfMy5ecw4/48dd3bDYvePZsx5/86I95f3vL69cf8YPvfx/nvPrONY3mXgDzsvDw8MA8TwzDQNd1q+QsU9FdSEqRea7E5TEHIT+5tcRUGS8zu2cbDvf3LNOFvm/0tWIkxkQ/DKsRAEyzGifkUsjLgjOe8TSxGbaqrzSC+MRm65/GJOu0I7l/OPPi08+4XO7Y7664XA4scWGpM31rmMaR1nakJFjfwzLr6FhUASLWUcWoEbyxSixfl0alqGmtrQVTQDI4KlK0wze14KjsvKMpievGMJAojcXXRJVCFkMRzfRwRvDGsN1tqaKuzzEGTkfNj227niVEXTuIdm3t0KrRXiNM80KNma5tKRSW+ULOhZAiOVde7p6vxqpajLyx1JIBS05KbpYV0HBOFUtG1rHXKB2plkIMEYOs8kOtgE82+7WSSuF8Oq970vmJPZBzYrdTd6F5WSi5cHd7y9X1FV3X0bWtJv81Hbdfv+f+ODLFiGs81qiHnnMqO2ucBwqXy4FaE+NlpvEWsYVqC+M0M8WJdw93WGNpmw7XNLobFqHb9OSqO02qV+AD6Fr3dM2GJZDLY1jVIz8SYlwdu9NfAht7K4LLiav9wND3qhEVnmb6XCvny8SX79/y7XnmIUSiQA4RA7TOQp6R0jJPhYLDWWHTdsSwUPNC1xiigfPxiDOGZY5szHdY57VqwUM5WI337Lqeh/MDvThedFt2rsclqFJ4uD3iNwPPth1vXr/gm2/ecbx7x5uX15zKxMkEnBNOIXI+RTa7nsH0fHzzhvl04f37B27DhGBoe4tzgkjL5TJzfb1VnmFo+OabC4Pb8+LNM7744kd07cBf+cEP2G73T2hW07QqQ1vRMKhsd6rtneeZ+/s72qZjs93QNp46DJShp3MW9xj4QllHI0PIAr7leJmICNU5TNMTcyYUYXt9ozbzKOk0W0solSVEhMJ2t2GJhSlrh9n0DWLhnBOpWuIaTG1MQxRHdi3FecR7jGkAxzyNZLtQAmRRp5rtfqMFPOvrOAPbrqHzjo23uJSo40gvQlMKW2tpraUfOqRmtQzrVaXiNw2dJBwV01qWwx1DTuS79zQxIRLJBhKWUhJxnnDW4bwhLLPSbGZVtqScnggcbdOoy3DN5BQQW4k1kWaNWTRWCClSCyQKc1rw1mNRyktOEWMgVeW15ZRwjccZq0CIfQRLMlShbfyKjioynXPkJ1/8BNv1fPz6I8SioVTnM13XMQwDIUSWsBoIlML5cnm6+Z3GUU1Asqor5hA4v1to2par/Z5lXjgdzkzzolklFDCFnAK+sSBllecVUorEuOD9SkK2Rt2rS0Is+jkgzCEyhYAVw7PrGz5+s2WaZ+4P96QUEVOQqisqkUrKy5rx8QEYCjEp8ZlHiZzlF6E9vxLFzwBXQ4uQcURczYo8rtC/FeFq4+j7a3yTOFxuWdJMtRVvDI2zOFPYdD222ZBjUdStFDZdyzB7+s7iqiUV/TdvHYasDsmPu4tScCtCVmqlLcLrbkeeg6J8CSy6fN1d77nUxP3hSCnCR68/5kc/+hFGHCVOiBf6tuPqB47LqKBDaxw2znx8vaWMicsZpnhie6XJcC4PbIYtnd/jfMF5z+nOkqvj4e2fsBm27LZbbflLpWkdxtqVIqGqi/fv37GESYPIhw2b7YZh6LlcJu4f7nU1MJ6oOZNWUf0jX8palaK1zhBKZrPfMJ4iNA2GTK0JbyrzeFTnZytPcY5SIs93A6fjmTAuLJcFs+p527bFSIHqubs9YXPh5lkPNWNNxUlm0wq+zrTeYg14Z5GqLr9t46juQtvN7LYbHr6pePEYqXjbY6rKGut4YkJWNDHr96Iwnk4YKlQ1IHVNxyXODLsdpRTePpy5efUJbx8eePnyFXdv73l9pTxJK0ahjFKYw6iFWwlp6g4jFfF2zQLRgqVIaMQ4dcqeppE0V4po95lzUYs2Y3BNQ2McXecZ3GpvHyaKbyiyqhiyGr12baMFsagpaslFu76coDxqn4U5JjW7LQXjhNNRf9/eOV68eMHpqPSTVApireaZ5KQ8xPromqJ0Jm8sjVcLtOPDkRgCIUSu9lvaruPuoRDCREYT5FIJUDMpQcwBY9Warus6NZ8to0rRSl6NCZT8kymkEJmnC7UUzpeR8xrfoLkcGiZlDCuAByWrOWqpeSXTP+rCV2rMI4r+M45fWPxE5DPgPwU+Qi3OfrPW+h+JyA3wXwLfB34E/Ou11vv1Of8B8DfRIf3frbX+dz//NRQJFFF3Wru2+4/ibqlgM3QVPr/ZYBvPb/3BnxAxtN7Sewcl0niHc0JjdYlqjaJCr/fPKMbx1bsDxRa8wPP9jnI+YYzRBano3dMag7EG6y0mC520zLWq+iIGdQH2Bt868jiTMdw9HEgB+qbnfD6zTAGzM/iNMC8jUju2duD5dkuHQ0zVpTYjH308sKy23rubNxgrjNMR5oWSM68/2pHnHdebT7FWF/bnceRwOnM6ndlst1xfX6+GpjPfvvuGGGc+/fQzxvHE+XzGOc9+t+fl8xfEGJhy5O7+HXNOumZYralqUVWGMwZXIZ5HmlJwApVE0whFPGX1prOuodRMKgFnHZIiV31PzoVN53C+wTYbxOhFWgNIdqooqYmu8TzfW0y847qvpPE9tiRqNkit5BBwmy0Ph3tcAyU1jIcDeXIsl4yxjvM4Mgw9S5jZXe3wbcv7r2958fw598cj/Ub3g2KEpvWM88LeWpapEErBGMdsO+rVNXm8wGZL6TsCmaY8nhNrlssslDSttlqVxjeUpBGk5IQpygtFIGYQqzLJtCRizbSbgSWo7KsaLTBZDHMspG4Am9i0nV42KXI5jdShA9FUufE8QwpcD1fUmqm5IkUVHaS1TJiqqxuBOSVa47naX+GtpWs8jXe0N46Ys2qjp5ntZquWZKsDT8mZ83jWkTpmEPC+QbqWmBoejg94k7gaHPMZ8qwrAiOGeZrUGaiuTspV7dJKLquUUn05c4mkkglLXN1tlMR9e7il7XolMrnV/3BdyyxLwjpHTJrdq+7bhrJGCCi95gN6U3+Bz9cv0/kl4N+vtf7vIrID/qGI/PfAvw38j7XWvycifwf4O8DfFpG/DvwbwK8DHwP/g4j8M/VDysg/eaxyH2NUxFxRKZW297ok0uVloZaFoTW0jSWnrMaTUlVob8AZcNKsd5OMwdCIwSUI48xuu6Nxgqy7AnXyLYSk7stiDDirhpIo4TcXDZHJZLxXECGt6VBVYL7M/OSHP+H1yxe8+fg1xy8PZNE7Wam6n1zmB64HDUgap8BX77+lv+44Hs/U6thu9txcf0xl5tv3v4eYyKbf4tqF66sWlxwpZo6HB66vb9j2PctyYTzfM1+OmDWTI6eFrvOEMPHwcEuMiWfPnjFNjv3VNULDOSW8s7R9wzLPzGGBWvHOIWIIMXG4TFxdP+Pu7gFyVtMBEZZcSDGyGTpsmRk2HZdpwhqrFlG16miVFrIUcpgYNh3z5YyxGwUdqEQyeYmEmpHacD6duL5+xpJGGtNwOp3xXcv93T1hSdjZcz5EpnPkatMRStSRrhqceJKD4eaVmg58846KI1dDKII4D1ZI4hDfUoylGkOsSYndVEpNpLJQJJEloadbxqCFx9RHYvdKjkb9Dfuuwxqh86q/necLMSdSzrR9x+3DHa5rKdWoE41r1Csxq9nCMgesVQWTRXAq5FKSvVFd+aNgX9H4+vRfQvOu69AiQ6d7X+vZeY9Yh3Vex8+oYJJQCMt5VaHMTPOsutg0UXJ54sylmElrKNWjb54Y3Rn7xjOFiVMuPBxuyRVCDIi3nMczJReWJTx1YbloZ7osi4KYzhFjULAifyB3K8Ch7M0wnhBB6Tw5rSqWdadXVG+vo7mSofX5j9m9jyXlAwn6/3fxq7V+DXy9/vkkIr8LfAL8q8C/vH7ZfwL8T8DfXh//L2qtC/BDEflD4F8E/pef+SLCkzuDSLOODivbXUGmdakpPHI4vXdIViG5dQ5XwHuvTib5UR8JlIITq5ZCAtM00QwdYQ6ra4dQUiHFrNToxfoAACAASURBVJ2K9VSjd6i8cpz213uaznM4zZopsSKppRZK1qQoayupLtwe39L2BjsMXCRwCfe0W4PdOx7Skc613N0dqK3ndIm0fs/pfOZq32DEMo4C4khlZAoXzlMlLN9wPVzj2w7Xe3781Y/57LPvcbwciPGCiKXrBsISmaYZ5+B4eqBpVFb0cIAlBqYwQ67Yqo4ltkBnvYbkwBOJNKSIcZ7zEoni8E1DsV5Dg6TQDA3SGmqcWXJg2O+4XCamKdB1LZHKnAKUpKOKqzRtx/kSOM2F/aahVsF4j1RFXcdk2UjHnG+x0nD17Hrdx4L1LWK9op0JmsbzrHPMMXI+R6QmbM64rKCV1Aql4q3FrRcCpdI2Bu8cvioQQqkYyTzrG7Yl8tGmoyfzcruhCSO2imaKrH5Yj0XAGJVOKbg0aeB8yTReu+JU1DQjUfFdS3YGU3XHZYzBGEvXdOqG03jatlUgyVYe5gveGnzT4HMmG/U7dI3DV8ezZy8x3vDxixe4btBJJWdSCsrpnC6ko+bS5JKJLOSSCSlolkyt2MYzThNhdUUe52alPUHvOxT2Lk9kcpFKjRlvDWQNlZqWCZxTxx0KNarLMsIaOqQkdo0bVbpKv4aIaxyCugU5pzd13zrCoqixRipAyPp9nLU4r5Qtyor+igGjed91LaQ/1fUp4/vPV/x+qkaJfB/4G8D/BrxeCyO11q9F5NX6ZZ8A/+t3nvbF+tif/l5/C/hbAB+/uFmBqErKEYPqRzW5jac3JKJs75I06UmWsH4wHkJ+Ys3LI6Hp8a6C0juUBCnEJdA2ns5rwLdYhdptLiQp9OtJbIxyrqbpgreW3X5HSZmUsyaBOaejuncaHO2FS7owh8Dnn37MNz/8I9zQUFi4zBc6v+F0GbkkzXKdLwkvO57fXNE0lcv0ji++/JKr504XxBUa20HOvH94C9IQcuJhOtAc3hFNZKoLJWv6Xc66FxmKoxt2vHv3fiWB3rHb7tjvn/HJ6zeUmrDG0BpLWCKsxpAVox2P0yV0NziytVip1HjBYLG1UFOk2XZMYUJqS5gSKRdy/eBW4hstVsNGrdZNhbb1dALLfGGhkp3lOEWuXvSUAFINVsOOOR8OOOugVjabHSkvuluKE3TgRRg2DX3d49ZAKjMfCTlz3TsaIvvGYG3F9+2qAsgkWyglsG9afFbre5MLp2/fYmIkXBIpBJxNBKlEHJTCeDorSFMq8zJh1t2eoOdjrRXfNLjWI1VjJVMt5JVClB+pJM6vnVjCrBzMmCJzWEg10bmWrt/hh47WCckITe95efOcP/yjP+Z0d2RcRq5vntG6BpkDW7G4wqrUUTfrZJQilm0mpkiuhXFWJNpLSzWZLIlcCmlZYx5zoZRIb1fCPQrcIGAbIaWEFUeqmXGZMdJg7eo8XdR9JuZMqWVN+TNM07RG0to1rEpHVs1V/o7ZxOrast1tCIuyEUqRleJjNeKzVmqueOsIUZ+jYM/qpLOqXHLSjvKfmrGBiGyB/wr492qtx5+l8+PPhlj+iZ+i1vqbwG8C/HN/9XsVWGUsq5Hjo2ypariL+uLov8cwr69UyTVTVuhf2xe9G4gRXKsW92VtqZ33WISaVC9YMljfUKz+MswKstjVMuj0cMB5R4qR7WbgYbx8yJ9FJV5t31Gco2lafNuxlIlUK19+/RVGCjEUnGmoObNIINVKNpo69fy6ZRov1OqIIfP+7lvlbWWhbVuGdk9eLO1KZ7m7e892u2NoHJfDg+bRFgjzQlnHMWsMc8qcziOIEIJSUxpruQuJOM3s2wZDIZYMj4CPebSWq4iFtnd4V9gMBr+GxaSgq4L982vwkdZvOJ8WBMdm2NC1PXGecWLpfaN38UWDd0IsFNczniZayTRdg6+w9x0763GbLW6e2bmGEgsb1+LXLrvmpLkuYjBNh+RMWBLJZFLIOqpmHVXFadhQrJlpnnAuc7yMeGPIMZFKRpwjLBm7bYnW8M3Dme99/jnffHXHq4+ueHv7jjdXPX5lArDyyKZ5xpdMiIHGKofQWUeCp4V7Skm1uGvX4axliUHpPQh903JeNNjIt0a5cVLZbHqohavdno/ffMbD8cj93VtV8cxHvrr/lvM4arEokeOkHnY2FWq/Yes7TacrhURVMwY00yMXBUxCyRALsRSMbygIYfU89BoVTCDhrY6aZXVUxlqmmCjrDvASF7JVgnHJeuOLa/reY4zpZZrIURnXxpr18VWRUh+zm+UpnN6g+tzxdMK5FbypBamGGCKPjtcla6xsXjO+c1XVkKCpfSl+AJ3+jLLzU8cvVfxExKOF7z+rtf7X68Pfisibtet7A7xdH/8C+Ow7T/8U+OrnvsDK6TNYvQOV9YOt321ltTDlUomlYK26eCHqZuvaRt9r0X1JEZXRWMA4R9P12IuOus4JzgqIxbiGUhLDZkceZxDljoUQOY0Tm67T8clalhCggvMNxRiMdRxOZ2oqzDGTjyPnPNPsHF/efct2u6F1LV9/88DN652eVM5gciXMke22f4Lu++aK2+XEy9evESaksO64ArutYbmMpAC3xwljLCFGWJfHzjustx8iKCuEZWboenKjJ3drtENuGstlGanLRDDrGLFahxcBrIZnh5QID4FnV3sqBinQdC25ZL69fU+xCYrBSUsp6padiyKT83lSXaY3pHlerYscYYn0bce2MTiJal2VKqfDQcnKQ0ccT+y2G+6PI8Y3xBj0xHYNc9AT+3o/cDxfsL7n7u6O7XZDiIGPP/0EjOXw8IDvt4wh0xk4XBa2w4ZctbulCsVkklRMY5hMIbYdDwjbtiE0nmQMDUp9Kuv5Vp2FmNRBxOo0UZ2el5VMypHNZqM7ufVCtdZDUHld51vmi+5Hr6/2dH3H3eGeQiHMAS96I/vJT37MFBYuy4QAPrt1KlKUs+8bnKmEmimtcJtH7vMFI0bDtkrleJkwjcOvu3PQzOPGeyV0x8RxHHHOU2ol56TXhDVc8gKrVZeCHkIVS0ZYUmJJEXFG4wNypaZCykr+zkX35suyqMlqLqsHpOqelYqiU1zjHSUXmrbRzq+qEUdMj9rhghH/dFPJ66oiJ+32UlrdbFbUWsfslWxdy5M34s86fhm0V4D/GPjdWuvf/84//bfAvwX8vfX//813Hv/PReTvo4DHXwN+6xe8iI5bZiXAWhWql3Xn9ljBTamUKmQjeCc0610k1YzvthgMksqaYCWIuHUXUnjx+hOGl5/w/u074uGWWiLFCDFXYq6EkGnbDsQypkwKZ7L1iPHklHh7e8/hdKYt6wmy3r367YBvHbXAdj+QT3ec44gYocstp/czyykybSeKj+z6HZ1tkN5wOM3UZHnz6Q0hXHjz6Ya2F5ZTw3y+YbNt2TxrseKp8Z7j4U6tmawjTmlVU6Ck5aIpZzln1ZyWwsWP6jGYEsdcGYaO83hP7x2ds9jOq9N0KdSUCaXg+wGcZbA9O2s4Hu7paLFiOFweCCkyThPDRjM/TJ55trtmnM9MSyBdJp5vbzhPCzVVwiVixdF2nhThIRQuDq6e7/AYbk9nnt284v3hzO76BePhRI9hLgaqZ46BzdDj+oGmq4znI8k4Ao7GOpIYsrEk62j3e2IMeu6UAkaUL0cllkQqOhFYsThnMGKQXOmcxaNUplYsZkVRH089WcENWEnTRikszlm8b9R9JAcihUsJtG3PsN0A8Hy/x93dMp3HdQHveDgeKWRK3akzeS2QE77psFLJcSKlQNvY1ZRVELE0zrHM6nuYU9ZuKRbiSntRIwC9pJcU1Vih7TT9sKgtVojauRprcMZrxwrkFexbYiJQVmGI7su9VQleCoGcE0sKUA1UjRxdFl0FIQlBQY2cn2LXV+K2Kj2qyBotqu+hdU4LJVqAdVen+3m3Jgzm9eYqyBoKph6RjxZesrqFhxoo5F/azOGX6fz+JeDfBH5bRP7P9bH/EC16/0BE/ibwY+BfA6i1/t8i8g+Af4wixf/Oz0V69UnKuBeVx+SiOwLqhzhE4An8oFQchsY6Qo6EoE4mFWDtGB1eZ/+KnhDtQOcaPu22nL4Spvdf45yGYRtRxcHpeMSKYbPbU4xhiQuzETpnuHq2ZxxHCFH3Z69fcl7lOOeHA4SIjZ62VHKAoXQ8H67x7oy5KrhOWCQjvqHMlTAXxktCYuHLL96yvXE4mTFL4dnz5+w/+4jz6cI4FsZpZH9zzSUGSoEpJEIRTEkIhSUuNI1XHa8zah7VtMSclEvnHV1jMKay2w9c7weGxmOBaZzY3Twj5srt6cT9+bTGBqqcKtSsdI624bhcwED2lWAKYnQnV6Qyh4muayi2pRkccZpp+4Z933A56SL8+uUNd9/eEnJUBLM4RBxiPcU5kvPkaih1TTWTNUBo3fNO0/QB0asFQ6X3ntaos7eEgKSArUXX6VKpkul7h7Urj7Fq519ioaSKLcKr7RVmPvD58w1bMp/dPKMJl5URoJ1xDlHXClYw1iPG4J1nt9/iG6da6+MDSaC/6km1MI4j83khxDNiMs4KiYWmK/geUp3wnRBTUa6qd6Ss5OOYFsSv0ZdZgZLGt9hNt+7hZFUzPObZVlLSsC7fNHg8j954ZVmfv/oD5pzw0pDX/TVUjQdNiVyLpswZXb0459d9XSWGTIwZwSLGskyJeU7rZqBAQffgrDEOTgu3XfmOFF1nlZLWfOQ1J3kFk4xRfl5Z9/ZincrW1vG56P6LSsFYQ87qeWisIa+doV0VJjFmavpzFr9a6//Mz66l/8rPeM7fBf7uL/reP3UUMMViiwNEzR5FPxzkg4g6i6GkDCnjMcQCMWWWEPD+GjJIjghC45zu+4xF2g5penxbOVfBAN4I1jvCqJw6W8EbTZKbpkArhq1raIywbbo1+wE8Ssy21mIBKeoQUy4zbRHaZmCZF1pbaJrMvrOcCVwuCSMLIRWs87SN0HWGnEc6Z6k1ctUNSL1lmt8ipSNMwv3hwDe3HmrDvETtfrOiYI11KmavSkIuuaxONEf8KkezxtBud+SSwVTmOBOW0yqFSsTjA8U4bg9HjPPEJdJ3HY3AOC80TeX2/gGo7K+2XF/rjaCKoRtaxsvI0HmudxvSZcakSG/gZjcQLrNqe6tgkrowS86YWiiSaV1lkMTroeVKKnbX42qgM5nGQzfs8K4hV2FwPZcx0xIV1GiEVx+/UEG/Ecp4glR4udliSuV6GMCKXhg5r8VLu4nqPXXVkC/zAnkhx8ipCHFasK6QBbIVqi80g2UzbCg5MIWJpu3ou5ZUE0UK53CmmggCh/M7QlT09XyptNbTb1oulwuVRDd4sJVQFtKa6bGEQAiPAZy6yiHzpFVXNYM8XioKiIloJGkI65gIKSas9evuq2p+iVMGRKyPRUSNaGtW2V9FGJqOeb5Q6yoNWzmfOWu289BvsS5R1y6t5EKIUelVuTz9LDEu1KL0AScaaZqTKrFEoO9azqeT5sWsyO7jezOiCLAacah00DtP23iMdevuTyk/FdUeW+fWrA/BidPRWDRbpZif3wL+Sig8sJD6gjWZkgONbT/A1MJTNKBSYtTkUTI4WedkjNrkZM1FFdHviWi0nxHd00UxmBWWl6I2PEus3Lx4Axlujz+mMdDUylwKfdM+aQ1V9qZLa/WmE3zX4OpKi8mF1nvyXHDiiGUhxCOBM9la5qWQo+d4mLHGknPm+bMr0rxw47aYmInVUR8yZlOxxhMPmWe94+7O8nDOJDmvF7Ea+jbtDqTiW6eIY8n0fYexXkOsYU1mq5zPZ6wzjF+NbHrPduiw1rAskZALpUamZaFfZUHzEihZqNWyLJl5ilhvOZ+nNRio4Kuj9ZaaDFIKYbzgi2CycNXvccVhpMcP+jualpmubek6r6oFKVxtW9L5np7K+d236qSSE7uu0+ErZKZlBLHkUrEr/67ESKhwvLun7ztCiljvcKblMo7s93uOpxPWWy7TTNM0T52Gc5YlJW52O5Yy8+5w5Nf+6l/jh3/8Qz579oavv/6GT19tsa2wsHDz8oriHTVF5vOJZCPzfOI46UhmjdNzcFEtaUjpCbBLKZNtRd3qK7Gq16EIxFi4XGac91QMqSS8dUoSNkIqhSJ1dSfRHdeyBKV4pEjXr2Tg1YghJ71epouaQcSQNPQoFXKFxCrxK0BZreBjQAR2w4aaE5dp1AhW6prFrE7izqmCw3mNRQhBrdBCSetlKqQY8I3DGIgpUDIr7SgzbHq8MaQYMLlQyvLk2hLLGq1XWf34eHp9s/pQphRXJUemrtOgGCEEzbQxRpP+xDwCo/zCMONfjeLnhe57Ay45yliJ84ItVlvfdQRSvpA8TjzoilCeSKfWqa9fKQrra+HTRTQrVygj5BCJIVJKpfUdw/YK322w1eGq4B8VDVYYdlvKEqhWqFZjF0XWUXzd99jqMNaREXzTYZZIZwYCE7uNOiHPSQizLo5zybStsBkavBfSBBta7FJIYmlySyHQ7xJhTpyOgTwlSraIa2hbdbc1OXMeR+1uV+TLGJinme3gaNYCa3LFN37dp0AtAniWoCdoTOkJFbbiqLkyXWasdUQpSjcRQZoW2zjECXeHA33f0TbqtFFy1mQ22/D23R1XmxvOlwnmiXCJujNqHAuGKSuaXKrBZHg4HNi+7vjq7o43H3/CwxdveXl9xe3hRLUtJSxUC65tWVa60o3fcpwLTWe5Pc1cuZaQKt/75A0lRQ7LRPIWGkc2wjklhqYhl0cJo9InEolsCtFB9D0PEV5ay2QqF5tZwoW5ZtrTTChqfiu1ELJy5sy6U1yCkKNgTKtobFQgyhjLvASsZDXkQEhFyfM5FeY5sgQlLFun+71UwCSV4RnnaF2jkaEpaRemPv5AZZ5mxCr7wLmGWtdsYuNVOVHUvsqu526tKwfRWOZppq7BVxQ43D8Qk3ovllwRK8zTpFQy4ziPRy5LIKWo5OqcVWYHqziBNZqUp/NROzOPFaUm1aSZNaZWmqYDYZXgeS30pVBQ1ketSq0x63kcwiNHcjXoWH+XuTySs1WSap2KCoCf6Tz9ePxKFL+UK+/mhRou3HQ7hk4Ih5k2eUyxq2OHrLKhSq0WkYxYrewpBYIk6j5RJSC5IZv/l7o367Hsurb0vrm63ZwmIjIymUyKpKRb0nX5zXD9/99guGC4AAPlK0uiyGyjO2d3q/PDXOekYODSDwYM3nhJgUwhgif2Xms2Y3wjUaNKTWKNxPMLW/V0RbM7klW8kJGCd5ba4IlFCs4KXR/oQs/L8qGV2bpcMK4gncV2OyQExTKJavKMC0jNGDlTpSClx2VHTRPdIEjuqd7RH1QnGNOJN/cd83lhlzu6CI5EOhdScrgaceJwWLxNLOhBlS8KpsYgtNeNnrZAqSi6P3Qeb63Ogqze5l3XsU4rmwhd36PXsz7wzjudITW/ZDU647Ji2fUDxkKtmkcrVNZSiMvMaT3jXcccN+ZSGYCtCDU5lrSxUhgKWONYpxPOCNIFsslMxTB2N1Q343zQ+Y0YTOd0E240B9gHTz948rbiauUQvFYGNwe8NYw2UF5OlFoI1rJti1Yi3iENNSpArJo74naWHAqVwo3vyPLI3bcBO8x0h8xsNp7WlVgyPYLzni2X60vImhEDoQtMa2SZM96uKsC3TtvX3KQauWBSxQV77WT0yLKktIGoG8SgwNS4birc3RbORQf/ubXRzllduIB2EDHh+47U2sR1y3ivF4VzBtfr/MtZ25BPFe8u7iV9jmqtLHGlloQVg3cGEe2mQt9DLUzzmZdpQVzQWVzz217mfVV0gZRLwRlLSTrjJGeFGKwr1gopbQydp6ItPVKahk+lY2IUZhu8IZaveDTQZz2ETrsAqWx5oyYtii5ghtwq0pQz/28xxr+Nwy9VTifDOq+UYeXbuz3+4ElPG7ainDLR0pqKluVFjePVQBThlBceswE7U7Bs56xtV6nsbu8I+5mhi8gWefWjYz0P+JCoIWO8IxKpFkr11NIxnZ/wogLf4LRdVj2cYJzDdj14jxd9AMxFl1h0iO4yuJLpMtx0t2wpsZjE3RtLjCvjuGd3OFM4M9wOzI+J3o9sqSBzoJ4spvYMCN8fYYiR9y/PnKcZGwJVzGUndyXTqDJeyR5irW7GnA6I1yZktUg7LNWWNM+z2piA4AOmbZBzztfc35S0og7BYaz6PK31bCVRtg3xCpqtUhRtJaVBJguolA0DHA47/DSTsuodXdHLx9bIm11P+viROyswPXPnGr3EKcCAvCmsNRgMG30HsHDcuauToMaZJIbRGU7TjK1CsJ53r16jYUpQpMMNjpkzmUVbLS98fviJfgw8v3xgd+h5fHpSK1/RfOJ1W0lRsexd31NLpus85/NGKYZliURpMYsUrLV0oaMWcE6x7XFLrNtytW3qQq7QhYHlPF2zKpxzjfQsGAwlViitC4qVYIXgnUIoQqe5F2hgfDJ6yF9Ix2lTyGgpOkM3lzbWW3KOyr1DmJeCd+qaKEkQWxCjUBGtVNvhklUjG7eo8ZQZQJcjqtVTWEgVDYuqVtiNB4J3CPp8lqpC8ZgT1mu8gNA0ttYhRpo2Ua2FpQmjU076vCJX8IIxKu0BtciJKDhCv/4jVH6p8vxYWLeKqbCmR767OeKcQK4tKFvnNfOameczfuzo+h0fT2eN8pPKzx9esMFyWs4Y8Yydw9tEjB+I0xmfDOs0k12m7sH1ha37Ozm/5/BuRpxn+pTJ1qjVTSxrqRhR16X+hgxYh/UdhIBrqvPOKSkYoFb95WNbutRc+fDxjLvrQJpgMyecyyyTwQXPahLFJ0ynzoWXjxusnW69XWZvHXV35NMy8enlBbEO71o7K3oMxrjRdx0pbdjgyCURE6T2kFdT1dBe9AUpopbACldDfs6ZcTeSUiJG3aR75zXDJG7UWOj70ETdlkJimU/UGHHScXd7QBbNkA1dYDweiauCI/I2s/cG1/Waz1GEV4cdgyR6o9kWVk81Zc1dHt56+XlrO1QvKa3SRsNf/Z1OlJ7i0YomrhvOGAVX2AqdcF5mJpRjKLRMEBEoG67l4op1lJjIqfBymnDOI1Xo+z3BhwaEzfoSGkPfDzqPaq2bFCEXMFYF6nlZ6Ycea31DiKFZx9aStkjX9ez6QUPoc2PidQEirDkSky4ZOh/oqsVl1bx618gopeC9I6VypZ945+hsR2yYLOsspWTStkEbl8QYCT4gpVCNvxJ+SqoMXQ8xAZU+dORqSFVY1qjvUS5QVcAcjI4Eas14E5rNLVGLYT7PlOCgZkrKrHHDOE8wDuMVf1VqwZjKsi5c/PbOXmZ7Rm2qzmGqHrTrsrYMX0GFwfqoXClFvz7uA34jhx8ID48Lnfc8vUQOB3iJK3c+UFfFWyEqWUlpZYsLFsv5/ARScWKwVXj8FHXY7AN+6Hh4WOjHxDFl1hg53o5gDe+fTqTN4cwT/fjE0HdYgds/BF7/WLH1kR/c95yfTzw/rlS/U79vViaZNQ7rAuI6bC7KFqsZaUPbguqmkhU2Wyiucrzf87JupE2rqdN5Zhgd82lHFEeKgs0J22UY4dQL6wy2WrbzxrYuzNvGmaSD/zb30QF2wTcrWIpRP9JCg2SqWVzbQSUQxxKbsFntVn3fX0OmVUJR9cBDQ6AB1U62w3GeF2JMjLuAc5l959jSQk9lfnykL46dsZRto2wRU6BYEFO5D15v57SyFYVSnN+/Z+hHXuaVl3UlX9BEbYOpUNvcwnx0cJ+LKC246CHnrMNJ5btXe0CuhJpSM5D1IjI6MjnFyJQTGmIuSiRpsqc5rzjnWKNu1Y2x5OYGCl5p3zmqjnRb1aKWNjXybzHSdz3OekIILG12CkbN/cuqVjFryTlhrbZotRTIlfW80hmtvrc54nsLGTqrfENvDIP1BDHsel2KnNaFeV1IrUq6XBTeOkpu70LTfVIgbVmfiZIURrFlDJneCYNxBKt++nlbGa2jF8MaI95Y0hKZt8Qco1aCbTfdeY+rSoWWYiEnlaEZQ9oiq8AynRmHDhGhc16dGVUVFsYKMRadBTZoSK3qt6dVsNSKsdrmv373HafTmc+fP2vl2pYfFwL0NXVP/gNg7EupaldaM+PgOZvMg9m4ObzGG/M1XUxMK6tVO5RzpFRDLIYE9MPI8rLgXeX58ZHTVJCnwtNDYdd5Xn+zEHYdp2ng6XOiD8J9tcyTDqN//vTCd9/2dP6JAIQbz7v/dIMkR7KbSioqOONUIGoDpiSouuaH9iKiIdvbohtS7MKwN5zXxHI2jLf6AiB7Xr96y3SKdB5iOVPyzLoF9re3eNdh6OlSZF1WHv7xE3NKYK1Sghu5OefcqDhKuwg+MAw7WExrHwrWe6rAtC0M/UBxmTQl1m1V7VWtKnx1XskcZW2tr1P9WdquaWOlFLZ1Q/KCtYkf/vQjpd+Rp8JLWchVQ2Q0dhBMUqU/tmKz5l9kk1lEF0xUIXcDf39+4a9fntWFoR5Hur7H9gGKYEUr0Cy6JbTyNU7TWkvZZl6hmSMFaZKHREZbPms8SYS5hRJJKdRUCZ0nxY0Q+iscwnoFl65rVGZio4ksy4I1plF91OI2z6fmZ+2JcVN95LaCVLZta+6XTEzggyN0ndLK40LOGt95We7dHI4cjzf89f/6GzkWSElhsLUQ14iETgO9gNM0MW8rkcIcV8zFbtdsZN4HQjCkWKlFmOeVZV5xVnmHQiInJewcXcfOejrvmeaJvQ10GEzKBIRYKmyZIfTMy9Y0uELwoVVlaoMs1lwXijkp5irnwtB19N2AAbYtKhXaCcs2td+DXgA5x3aAF8QoJ9EHr5Xkqm6fYRhwzvPp06frO6caQL6OxxD9vf3K12/i8DNWCL3X9oQMxkNGxa454YpAe5lKTXTHgckYtqLEiwpYMypeannhvOgcKqaN0fXEtXBOsP594e7VyOfPU5vzWz5+zninjgBjLU+Dw7kC5jOHfSCSudmNVDNhQiZZEGvxYsktszYXk4zOrAAAIABJREFUoVqnCHWgIBQxiAvMc+YprazWYCRRq0ckkGpDbIvD+Z5SVpw7kerKbndkmc+Y4JES8N4gwfJNfcf6j79hLnMS8/XnNmLY1hbV12ZKmu6mCPAqYKyl63RRsNvvCMHz8PBAaoE6OnRW0MFuGJFS6UJgmibNiy0G66zSSLzH1IKthk8fntXYTsf9Dz/y+OWBLgzMj2ecH5leTjqgr1ZtgUaoRlX/YRwVzR4rc6nUYSBXi+TEYezZcrOKleYYKBXIBGsIXcc0t3zWtFLjRqoFlyNVFPmE0RlnsQLGE0LH9OmB2qpmET0cSoWSVLfW9wPWKR2YCmN3hFp5eXqmtAtBDNfPrO8GxAjrMgOoeHhLesgUWGe1+PV9xxACNRcOxwPPT6kd4oFv377D5Mq6rjw/PhNCYF0XakrsGZFNW9yjNwwUTEmMxmBCQLaVrt8h1nBeFiAz9B5vDX2wbMCcNUNYl3tckWxWDF40l5msVaGvBhc6retKVvF6TPSuwYC95hobjOpSS6GkFevA1ortAmtc1adeLaRMGDy+ahBW33uct5T2O0g5Mow9nx+eGV1gjZrxnEvSZUrJLVysUFv2c+e9QkqqdisU3QcoAuDSMfy6t+I3cfhRK3GLZCpdsAonDJ513iBmPUyqivdSLMRi+Pz8wnnJWHHEtPHw8MDbb9+ScsL4jn4IdN3I0+MzteqtewgW24bFa9GQ4y3CPM0MQ4f3nsfHid1uYJoyMepDe354z+1uxzd/PpK2DbufeHr5B6cvFb/N1PKMiEdYMCQNUbEG4wRxEIJjzYn+4CjiWNdK6IRUFmJcgaBOB1PZjQ7rM70p0EWW04aRgDGGV69uySXyMp0IfcfT0yPGGE23MxY3OtZlIcZ4XcIsi8oVLjIEERiGjnleWJYZEfQza0uQGBO+C2zbptvHbSPF2GCvWn2r6l+rRazjZY5qwcuJU3wCDF8eT8Q18eObWz48PJFTwlqtBERUxG4o3HY7vFRuBNaayVVpdobKrg+sz2cON7dtqC2qcyLTGagpISXz6v4WEXh++NQyLwpP55lTLHTB46xQc4WacNUQ7KAiYmr7rMq1tbLekHNlOp+oCNYo9VvnW4IWqvp3EcWheedYV9WbBR+wxrMWwYhlHDqWecYaw37c8erVDefzCywRWRPkwtu337LzPdFkMBZEwaKh6zg9P6o8KgS6INzuR1yJ+OBJ3nLeNuUZVgjDyGAty7bSe0/wnopwc3PDEy/YXDlvkRoceY4YEQ67EVMy1IIY8NZSamHZJoZhoNVg1ArLMmN8p+qGzlFzJm4vdM6y6x3D6MjPM7lGdr3DiPD89MJuN7IfDMEp7VqMIXght1Q4Ywcylh927/jw+YmYVoyxBDewtXGMzk8dnbXUvLEWzfS1bRRjTNusNesfwnUR8u99/SYOv1o1ytAIpDUSgNvDQLdFXFZXBUV0rhETKelmyFhLTBnnAVOZlqnlChjitgGGrg9s68r+MHI8gg9qmN62SEFtUX0/UKUwryujtWyrYVsNpylxd3fgHJ9Zn1/43bcHOmc5r+8xMZJzIJ0bcl86cu4QdkoiLhVTKqPtmGOFmslGeHqI7LOn6x3GF8R+oeTKxTdSknCKz1gXOew7ppMlbQdKzkzzmWVZyCkznc5Y4xj64YoJ8t7ThcDL8xOgcNK1CcPzFumHHmcN27ZRSmpWqqTVTyN4GGuYp4na9SrJuOCuqgYG6ZEhpKrb3JwMrlr2446YC9Nz0soOARP4eF4440lYLKZVW7q9N7XCVhhsoSdhjQI8MRZTNazHiuq/pvNMLWBV5UwIhk6EKUVOT48cbw5KAUcP/Woca03EDGQFEwRr6dyAyEZcJ/1ccr1+VkUTIxt6f2RdE9sSeU5PDOPI2I98+fLA/ubI3e0ty7owzSfidlk0Ffpu0LlTqwoNlb4LSDUc9nucsdwebxEqTw+PV1ZdpRCzemP7YWC33/Ph40ds8DydnikpcdzvtXoThWME0YxcbwwRwAkxatBSSZGtGf7n+YQxFSETvDCnBWs0nvT+uKfGWdt0KtU0qVcRKhu5ZqRUrINhtPRDwExZmX22sh8s+zFgC3S9kKLQD3u895zmRN0Wdr3j5tDRBZ0RbjHhg1e+YWnE52IQZ3h3f+TLwzOHmxu2mHSe2eCww26HN7AbLWus7MaBPE3k9DXhTvN65Spo/7Wv38Thd1nLD+PI/PTEeOjosrQbSQ9Ha4S1JGJRfE2oSrE1RqGJptnerBEVeG4Za3T7lbbMdJq5Oex5fDhzOi0Ijnla6fqgCWOS2I2eSsfDw5kwOM7ThpiN9+8Xdn1g2GVEJgbvmU4/cXM8cnx9oNa92oeGM7F/IYpDaqWUDVsMnA25WIqvLC8bnRXSaplNYn9zRnxPLYJlYDknrI/kOjHPLzg/smy6cSs5sa2L5neEQIXWti3EkjBmZL/bcba2tcRJ3QJUum5HqZm4LTrct9JeuoC0WZaIaT5O3QJeZojOqj5NWrWj/s+MCw5xgXXLvBqOrNuZnCaWLRLTStcP+PtAjIXzacEYoeu7VoknPfzEMh6UkzdYR84zOa74EnEGghW8dZzPE1Rtz4yBgqMfe4JVmIP3nhC8YsmM0TGJCPOmmrkQHDUbDlbY4sKyLZpqZ2jMQ61xUqoMoVfhegTbuRYSBIfdgccvT6QtkbdMTYWa4Zu3b8k5EmO+RiaOfY+zjlIzfQgYcQTr8dbjvGONK4ebI8u6sqQNP4zXGNULwZmS8N6yuz3y6ePH64XlxCJi21jDYJ2npIWNxBwnYqlY65GqUQ4Xi1w3OKwXQi68vOiszaCLq9jBOAas0c4g10DOkRQLPhiMs4zjHSLC69sdHz9/Aakc9gPeyjVC8/XdoY1dYD3PDKGn9x3bqmJ363SOKyK4BidQx1Shlo0QLOPbIyKV1SV2ARBPwaF6e8HaxOPzzDSdoephX0XousC6rmxbszOK+feOHOA3cvghwrDToJ3D0HMMjtQHtpQwyJXBN68riQA5sXOO3hie46xaowTeeIINnLaNXT8gxrFNJ0y11CS8PGamaWNZC97rAHtdE1Uy404RVSkLqXimx5nb+4GaLdtcCBRqsjw8JY6HPZ8/TcR8wr6rbLszQ99Tu4VvbkfqnJiXAi4xjAOyZeqpYDLsDfhqKZshmY68HqlZnQFqvb2hljNeCrWEVplkrLXc3h7xTeO3pcSnTx8pJdIFRwg9ITg0NUvpG8s8KcXEWYRCjhGsKAiyqeBpui/lFKqWyrSHxnlH6HvmeYJ24Gr3aXTpZAOlQM6Vrut5qi8s6UwuEdd5JWygm9qLPdFaVfWrvEFJwdUY1PWubbk1hv0w4q2+3EPXX+kqCrxQYbeRhkCzFt915K3DOQNFq08RdfoYUVlJNxisL3SjwQSVmRijlfC2RcI15xi64ClZXQqCMPQ9QzeyG/YYsdzf3zHPM7vdiDeBm8MdInA+nTgcDqzLggbEJ0rMynVsbgkpEHDYKtzsdnTOqc/cKgrKGa9gz7GjVIerhpdnTYUTJxRTMV6F5lCwVhiqwxtD4cDzPJOL0pGG4Fu2xsLQB8ZRK9NfEOKmYuKug+ONbsljimxtuWWNYDHkrUDW8PmcI944bvvQIisVD5dEfcA6XhHlFQar8qvBsa7ntqiLGgJWKzEtlFqIVR1UYoTMdjkSMD0EzDV8XJ2NmXl50YAiK9St5amETmkyKbEU1VJa9+vH22/i8CulxedRCFZYtpnPi1MWWq0E56mpaIB5P+pmCNXKlQLidZV/ennB+1HX3FXY5oX9OFINGKcD+xRT26xZnOs5z2cVdmaDdQMVz3ma6HqP4Jjmidff7Ihb4vklkrJjjZ7TZFjiStgdefpSGPeZca+U4qHz2BvDeTuxrcIprtqmV8e+8wRryetG1w+U5Y5a9aH3Xa9B7RVq8iA9ZHuVQxjn2O/3nM5nPn36yHQ+sxt7jncHSlESx+XwSHFTjZ537Hc7Yoz0/YALji+PX9QHba1uKLdISoXgA4mk7LSqxnWXdQvnnUVS0QpKUDx7gbhEzJpwecOw4MfMrus5jnseP5/Z7UcV2cqMM47QGYa+Z11WTmeVAYFo2oq0KEaMaiZFD7++10hEazzGOF1wGMuatPWKJSLWqSSl6bwEhSb0Q8/hMDDNM84YpCb6EChp0rbaGmpJvH1zj5XK+fSCKZX1PPPjD79nOk/87a9/Yz/s6ULg5rhnWRZ+fv8z7775hoPRuZiISmWO+x2UjL/oa0ulE4cQkZTwvSLSpBYGZ9ntRn3R04IIBFMgbRgqt/u2rSzCU+fovWc4Dniv23AdtyjM8xJNcHvYcXPctwwcy+PTI1agG3qGflCnR40EU3AdeJ+I7eettWhWcY2IMWSEJUe81ywOvRjUyplt1WAq1LOs8PSq8QDVcDrPOKdBVUpbQZ1GxrK1uZVUwYiDKmxRN/IXIbW6OlTAfokR0Eu5Yn3Pm1cDn788YJpfOVjYjwMxLnSdY92i/iy/8vWbOPzECGG0FNnIxmglYLStyrmwSdRsVZK2MQKlbNSaKVatLdZbjocDv3z8AqYq5qlvlqiidF0Rx7YZlmXDGMtu0DZ3Xl8oGR4ePlOrULLgZOTlMSqe3laWJZPiRjeoQR8juNDx/JD4+GHjdR2oFV5OmWcHr94emLbM83NmixdFlM4jVEbbs5wLP3951M2psexMjwSP1B2SdmxRqMVi8IjVhxO0Anv96hWPItwej0iF4/6o28Gqh9i2rnjncEYzEu7uXumDXzJWPJSMWMMyzYBGNNaiD5izGjJEKXjxeLF0xtBZi60Z6w2lrIRikd7Druf89JHdKPhxxzIvvHtzx7d33/DNN6/5y7/9HSOG4MHKwu/efUtcIv/t//iZKr3a6YzHuYCR3GSrFXzANRFx14XG4dMWK7JijfDu+7c8PE+czjPGBRgNMS6QDX1w2L5nXs4cjiP7oefuuOPH1zcglvM88fjyQm3Wsq4PmBxV0CyWIBWC4/awZwgBbwxjH1iXEyklalbZSEyJgmU/9pSUmKcJmuYurzNxfcE29Q6cFfWE5eYGRCatsKzVkY7oDLKWjLEVgycVzdQa+oFUMyIXcEKTebTcXL3EC0YsVnTJ1YXEtm0E3+G8hlzFZWMYek6nM13vOZ0W9lYvUFCvbM3aKmP0QCy1smy6GCtVCdCZS9egIxblFSpgQWwg56Sk5ibA3rZ0/Rw0C0o9vJo/nSlJF09GjGaH1KxjLQsKK9CNvRjP6/s3/Pzz30lDwrmg8iQTOYwdxqi28/8z0ur/jy9jYXcj11AYEU3NquhQuoqwJs2Ztb3yVWo11GyYnlZF18cVZMT6wuCMbkRERc/UQjAB4zbuX3ty0eyN4AuHu44qFmMywatNKCdw1nM6T+SkMM3721sen88EJzhTGAdLLgun04qRynQ6s62FuGVcEB4/rcxz4cuHRVucduhVEtZ11Or58unEy/kzMUacNdzfveKHH77HmgDVtttP21EVUDfBZwvpefP6tUoxxgGk4F1Qpbyowb0LfWOyOc3fwOOs5/7mDY8vT2Aq1Wm6l+sCy7IoOt5YtfBVwcbE8XAg1A1P4e64A1MRZ+gQonV8nGd+eXjEeo/3nv/5f/yfIAdKEV6ev/DDd2/44w/f8+HjX9jtLTfHA2kQ/st/eUsOlhHLII5DLbyt+pAbEZw12jKbjvtv3iE18vTwgf0Y+Pnnv/P6zRsO+3vuXjueXyZe398hsnA6P/D4y0m3+nFmHALv3tyzns/kaSYaoR96fE7chkBOlek04fpe27yYMJJ5efyEMY5d5+kceFPY9YGzsWxlw9nCtj5RRWM01+WkB17SSt9ZSzc6Bnq2baWYzFoW9a1UixXRg7/AliAbnWlVaI4FwdTEtK7YzpDqxvOUOLiBHKM+E21UUAuUVDHGtaQ4afO0cF3mTLO2iMs2qz42JXKBeUlaKUnWZLkmMLbGYhC20nI3csFaR8oVKbodNqIIeqUn63Z1WWeOx44alZMpRgNGMhFj6/VAVeOWjj6ML7h/0spalOV42cRLE98jBms8oXOMg2M8qHD6+SlhXeV8OjN2jpvxFV8+vfzqufObOPyUiqvixssBaGhbQaNWJiMFQVPqrW2WFzxy3jBFGMYe6yu7QyAJYDResGlgsSKYAEgjPhhBZCXljXHo8E7bH2etZhfYyDBCioLIhjGZt98E/eUBuzE0/HfBvjqoaJOENYonyiSO/cjdcM9Pf/sHNLeA6z3ed1Rx/O7tO/7tp3/gnNXNVYp8fP8BYw23t5peFtrCImdYF4WWemv5448/cHf3ir/89W8q1yhqq9vWjRQTRi7e0sp+t9dwI/TzHcKO7vUIpvDy8sRUJqxYDrs967Jwe3tLipk4LZhcuNuNxPPK7WHguA+IN5zWmWcyn14+k43nz//6J3oZcH5HmgRTDefpzIcvP7Oljf/hP/+J/eEt3vfk3GOMo+srxaD4rgpVLL6qB9dcCD60+Y9kfvnlL8ynR+6OP/L7P/5IFU+uWomktDBvJ0Qi83wmr3rp/PjmNXdhz7Imnk+Zv7z/CFhCL9SSCT4wLyqtOP/8mVIyfd/xw/ffst8NPD098OXzB7pgyKZS0gY1abD7eiaESi0bKU6k9vJuNdL3I7FE4gZiwXeOVBJ5ibhgqa3CMaJVX05JaSrS8i5qvco3rM/cvOo5n1aGXce6TfQtCU0JKBrQXX2klK35mLUVL1VFyim3FjVlgoOu73g6PWB8xobCls+Mu9BQcEIpLduliYJKVt1ork24LsoEFKOHkqsFL4Z12dgdDTbMeGPBKICksGFsoRCxVl9KMaLvBRVM1FD3fyKxVOSa5NYOCgorJU8YW+k6C2UhlUwlMk8rJa94O+BsZej/A4icuUAXjeUCNTS1sdBywXhHF3qcSeodk9YW6f+kVnDeYpx+iGKgipbtPjidpVfBWiVQGBHUNlIxppCzYrkNhZRbFF5pUgWj/llqQdqtXYtBxOJsxtqKIVFLwhgVexrxBJsxPuCrR9rBlKnM88Lj45l3v/uG4Db+/IdvtPSvwuPjMxUNhPnLX/9PqIbdbkfXBY67GzWxi4aKj13XquTLraiB09739F1PSpkUE7e3tyrypRBTpPPd9cUQDLc3rxj6kfP5jDEQdg5nLL7vMEkvpsPtgZPdsPvA7CpTWvnp4YHP08zdzR1//vHPlNXw8rxRZaKWzNh7fvr7v+E7zx9+fMfjw2cwjr7fMa+ZZZno+sBuGNTHK3B+fgExyiQ0GhyVY2JZvlDrwsvzJ/74+x9Z5sKynRn2Gt49LyceXj6y8sC2Lfha8MZw7He8Obzm6csLL6eJ59PCvEact5yeN4L3zGtkWVf2xwPTFrk5jOwPA3f3B+I6sTt4vh++wdpCTCdi1u3osm669UadMRauThnvA4KwpQpExtFRshC6oJY5ix4yVSMXKQWh4o3BWSGXhDV62KyzXg6CpaRKLZZtfWktoUr81StuqEVJzXr4Kd0YdB5X0LCfZY30o8FKQaxwnk9gMg9PX0h1wDpNvKY9WzQ+njppRC2BqJ1MNZUAhVwzBtf0gT0xn4nJY2wl5QXnMyVHXVw1hxbtUFMgiLkCH2rT55Wq/mXTpFhqHS1I3a5a2jWWRrRJgKfrAkaEdZlau/zvf/0mDj8RwRuvN11pWz0EU7UCPD+tGJcIzmAbEraiwco0byDSbkpRsoO1Ssy4uANqEUavgtWUUxuiXmxmSoZoi0wKGXO5mQQUiS7U4pmnrQ3eweQCVuU2YhS4GFxPaSHRxiTiCjUb9YebyLZmjC10vnB7o6j9ZY3EJLy+2xETnNeVT59WKo5lfeZw2BNsz83xlnEcVM6TEi+fPxH6jvvXr1mXjU+fPmncpfNK6RVD8IHzeSJWpXFoSLZtm9eLhk8xRMu66D8Tq+6F4PGd4b//9W/4Hj4vj2TJ4D3Ht99xzJ5v798yPU48Pb6A7VjWB5b5mT/88Jbvvr+jH3Y8Pp0xbkffH/jyNDGvEy4EdeXkypJWTtMJcsF1gfOk87Iak4YbnT7xr//5X9iPf4TqOa8roT8iBHKBLS2EneFx+kSKkfvdgd99/x23+1uWJfK//fefeHl64PX9Ld+82XN/f8N//W9/J4QdN7sB6+8wwfLdD/fkvGGk8PnhPdSoL2N7S0tR/BrY5jaqrJsG/2gCWW5WKxQ71gCjkg3OjZyfVXuqszHz/9hga0snohdOKYrMWreVrhOsgd14w3SaEEaep4T3jlozYiy5RCpLa00Vcabfp7adsFbRW4yYzdN3ht/97kdO5weM89hS2GLTDqLPsyBI1IWUE3dNCNQJTGn5GnoIZarGExSFrlY04/j+9b0CD5gwxjLPKz6oJlI38kZF9PkrNeYaOSnaSpd/JrlXQy2xHZCGeU6aNR0zggJJOq/zzNtXt7967vwmDj9AB7YNOy/GQFbgY60G5wLQQIY1Ao35j1qXTBueivHkKFhv8B2NOKy/RGMNW9pIWQNWnNXKomhZhrTDLmXVCuaY1MlwnUPo3E0wDdaoMzhTLx7jtuhqmjOpPaUKc9wwFv17orfe0Fu8T5Q8YwX2o0NMR4yFeVE7z7ffHHleEtuaoSZO5yc+/O/vqfWik4J3v/uWd9+9Y3/YkdJG8JbbwxEnhYenLxyOxwYiUPS4b2BM6sLh2HF7c0MtwvPzmd2wU0nEtvHq7jXLfCbPWmYXBDd0nOZMyvCvv/8Tnesw0vH8MLMshW6345df/obUlXfvvsV3O7rhlpeXiWoGqnjmZWNeN1zo2Y8HasqsMTNPGtR9c3vL6TxRjWlynZnl5RNv7veYCikHlq2wO9wq0qtkYOPmJvC39y8c9iMmCd/dvmZ0HU4sf//7X1QX6Ts674GNNT7xh3+5w2IIRELnmNNEyUrovqScRTU+KNapadKcM8QYgQ1oKHa56ArVS42oEkGMhbpRxeA7R5aFKqpTzTU1bZxupy/SHS7ukUYxokRMMHgPfdfz+PRCISMmkUUZedaqDEWMEl5SjpftyrWKM0XzbIOtVInkuvLNtz8w/eWFWlZCZ/W/y/fapST9ORVr1kgv9eKLqW1EhS5Zqmrq1i1hXYDWCgfX88N3/4nPH39hWidSEQqWVLS8KU2jpilrGh+ba7qSZXQRItSaVAEB1OrIZSFlhcfWWlQjK5d5fWRDDROHof/VM+c3c/iF3mtPH5vFqQJONGDbG2rNzf4WNORoU2yPtq+q1cq5px8CuSZSajdvLs0ZoIEzRnSgWkUj9SoamFOL0lmcU+SQCEq9vVSUtV63ypeH9kKP0NuwIGirvpw3drsdRhzbMrcHSXNDrBTGcQSUwuGM0yrRJcQ5+lEYdpZdFI6b53xaoCgq6PH5xLpVTmdtD/uh5/c//tAOY9jtOnaHnuPN73H/MOz3ez5+fmjzTWilBiEE/Rly4c3rb0hRB/bBO/y88uruNZ9iYnOBHBe+efuWjw8fsbbnz3/+E+scSQtUiaTSUElpYRwcx+M9w3jkNG3EuFKqtm2lFLZto+t6ur5nnWdca2fGcaDvOxVaF9Upxm3mMHjk/sDN3R0//fyBrt/R9XtiVmuTSOa47zidvuBSpi8db27vCcbx6eMnunHkcHdgvDuQ1oitEDpDlQxxgbQRt4h1HVJLq6AyqSgIF9F5XUIJ0nFLBK/Vql62BqSQyqrEEcAGECnqQ60ZCc0g1mVsi1VAFLBrrdWtuwhCY9BXAEPNavnsxoDYSjUZ40FcQarSxtd1wbpAKoVL6llqF35u46FMvpJPStFuwCDtwtdlY66JUjQXJsZEqdouG9PiIavmXmtFaK7Z2vottP3NOZNSxg9dUyU0ErPYNkbi6kOfl4UuqOTHmMucTynTgJLYAa6HrTo2SlV5jIiOC77q+BRiIGiKW4zxuvT7ta/fxOEn7QbJpZKrJrnTcNUYwTjN4VBSrP5ifGepiXaYqeNAkUHKBSuNAFOyGtBjVOaXiv+VUOydHmq2MbNM8MQttmewpYgl9ZI659DQGNowWn/23Gw1zqqMwIqlswapir66vTkiNRLCji1Fnp+eOO4HOi+kvF6Hyilvav2y2gp4Cjdd4O44kGPl5ZwoDDx8mVm3RBc6zucn/tf/5b9CNQx9x24cKLkqodro1nQ39NoGC23OJwRnqWSW88zTwzPLEjnejMznE3c3d1AE7ztubm4Z+8Cr+1u+//335JL56adfqMXSd3u2rJGClMSr2yNv3twwLYXTFLE20PVOyRyNOO1CoO+HJij2lJzZjzucdyzTpIj2kqkpMYaOu9sjt4een375wv5wh/cdqcC2bYhUgqvcHm6523kOveP+/shy+sLT4xeqnUmSKA7IETGFnIXzVFTonfWwyNlQo2VLFVsqGjRoyJeW1BpyUapJjFa3qKUnx8o2e6wXlbqUiOk0mEqMHlAppdbeW3xnQSwpLfqcZ0hRCdvOqndWL1Wj0A2s0o9Hfcilzfe0MorqLzaVLa8qPm+MQGN1RndtH6Uq9DfXBmPQvb+xVoONWhcF+rs6TRN9H3TpohJ0cv36p21CeKGRjNqMMSd9R7hESjYJtjEWZwOX88xYw7RcyOKmAQhaANWlumtaj1ZgtrrTtCpP/2FsiPtSvia/gSDGUpOCPN5/eP+r585v4vBD0ICVfFH9a4tp3KXsbaHItioZt0khYozK/ipcya6lZLC67AjBs5HaxqiybpeHzVz/vtSMtXqzxJSoVROnSlXvo0htwSk6y4lRhZre68KgthV8SoXgFOfTd4PewinhbMfNcWQYdogYDmPg1f2Rx6dfQFplKhrFp/kMevtbZzGyYUzBBsur4DkeO759c8M0R7Y1cZ42Pn74ibhVhmFH13m+//5bvnv7hpI2dn1HZ5zKH8yFeiFXDLrcCV+eXthS5W8//cJhGLi7C1gr3N+9Aio5RRCFUzpT+f7dDwhfIyZri4m0RmeIXWe4OapmHWqSAAAPN0lEQVR2S2/mNpRHAZNK45a2qeJakY5DD5fpWtWRhTWVahw//nCHdUFnPrlyCbSWGqmpsK2RdUq82JkYN0zo2IdANRVfKyVbpUuXi4JA6CVqmxWVtde5SteZRl3mOtvKpQBq9te9V2ZZVqxpdr1g6DqDMQHrdDMPWSGzyWDEqe1NYDovQGpA1tj+Q0XzTETbPs2g1XabsiB1YJ0L1Q04Ue1aMS3xzAjruupn2ra+Yuw14lEXW/qZp5qw4pqo+JJiB852TNkq8LYoBXmLCZuVmF6lZeTSNvBt9qYVH63zEbYt0ffaZlYu76NeANYGnQMaJYrXNis1IjijRUPTdEBb4IiYa0zpJZlOCxG91HPSfBm9NJpDqF5PS6qg0a2/8vWbOPxqO/i2WNi20mxUWdPZRJ0Z0vRupq3ic456y0rCB8v+cOT163s+PW7EMuuwtAkwNbS5bYWdJ22aN+psog9qaaoVrA3Uovmk1lTKllq2r37PVIqGtYhmhrZnjiqapxBjQoqwbSp+dTYAyvYbBk8XBoJ3dEGRVFss9MEj1uiSxbRsg1paBGEllhnrAs4W9XEGw37XE2Mm5YH7+8rDl5nTSfHw5+mR6dyzzhO1iXMFh+u7dlC1TW8VEMdP7z9zmlfev//Iq+MNN7e37LcF39DrOUOMQs5BcUWiyHsjFmsK0toalR4ZXKuI5QI3QD8fpcLItfq8zLT1L6ua/+sDIU3TCEhpgVX6/6muvXi1InTUvLARycXhu1e4cNOWEQrEpKpjwXQGa11razXftpZC7nQRZKAt0lquRXOKlKrVoArqFYSwDw5XTuzHHt/a3IqyHmlqgkjCG5RQlC3LU8LQ4/uubYXb4dQ+pVqbXatCLrqB9sYpOLWo9ZJiqVnT18RZpBT6fgR0bIOx+u/EXi90Go0mrwXj1bedcsTIxunljJGA1NAOnErf9wqOrS243XDdvl7IQFR1ERnjMBjWddMoyqpV2MXOeMnCVqZhUXF3o9WUlFv4UMGKLjLF6CjBGj34dBylo5rasnwvcJ/T6UTodM53yfjQ9rq0M7CA/Q/g7dXSt4VttxW4iLYbF92PNbR5BnhnKdVREWwHr25v+P2P/8LdzQ2fHz8DKyXpgNYaPbxcZ+m9lsmu1zSx0oz18xY1Y6BknDGNkqK2mxyrauucoQ+GlDfEVKXJWI830mx2ra22Fuc81tj2QIF3ChctVStGbwteLKHfE9OsPL72OVhrcOKJSf3MIupt1OVPm6VEhZf2nafrLHc3B1LcX+czy/wPtm3jp58/X9uSfqekDSMOQVuwagJP0wceH95jyJymz5ymA+E50Xdq7l/mhXl7wftBP8v2YOmIvYAYbXGq/iktyrG0+VMlqwjYWai2QV91fEC96NGEazh9u0isUaeJtAqmaX4vF3sbX1rEjVRTwA74XqM89WXVOWwtRV0RqPyjtqpSspK3c9YxyuXluVY2l4Ow1quko9Z8hXAsE4xhT98F/CUdTWqbFwvF6fNQam7Cc1G+nHrSdPtaFINP1fnx5RD0DjqTuYiAa3s28roxhhsq+3YxaEtYSkWJDhfZi176mlYnzcftMKm9SwxIEr58+IVlWfGiSwikuY+Ma/pBhdBa0UucdhCJZGrRim+NmdNpJXSOWlC5jliC9wzuwPPHD8zrjLMdNVdMTeQSuSwwqSoVQtpML+ufmuQmrZJtvEXaZVscMW6M4x0VizFJZUA0PaMW3/yHIDlXKvO8tgGs4rfbM0G9tKU1t4PRqFzE6Ie9Gwf6fsSagLGBGCtLjFS0pcpGeWt6cGpGaCmVKtJu4EyRwpIWeq+6pOB0qZGi6oe2CfrO0TepTEmRgOjBV7gOdVNOTaZQ2xxH5zeYSsqXG0lvOOctXfCsa70GtqihXNHug+so5EZeadkV/1QtlVLI24Rp0pTgjUImMephlUH/Tk76YsmZnA2lxQmJGIoYbm8Sx8O9bq4NdN0CrCyrtuQ5ZVgF58PV/aG3cgE0TBoMxqpFD+coxgMBFxrTWjxSDVSLiLseCsjXdlgP99rapajfo+k8paGuxCg5+cLNc1ZHFMZ5Qj/os1NRR0Gt7aAp2HJ5CUxzjziwLdf4Usq0ZdA/D8kvhGCtAktDJOn8slhHNp5qA1vRf3epdmtzbSiA1WJQt44R+1WXiS7dSoNWiP06IFD9ng7JRC4jGrn+TFnjopourileW/tZ62UR1zzOhut/A21jm8tldFDpdhpfuR/2V6xZaZ5YYyy1RcfSRNcilVw3LiqKYgs7t0M1gDqOqrkgWdmQglydR6VqbKi3Qd+9iw9baD/zJZWwaOobRi1vtSJV/VGCailLyjjjNSulbYZLAbFWdbVIywP+979+G4ff5TanlautKrjYZSrqjpD24ultrBWNHmIO54NWM6jp/UIJ0XZVPY+lZkpRz3CKCR+C/nPJhOBIbaVuAalVNUPNJZFSYooJ3zZKzgmZQsmwLPEqzM0pM6dIzj3O9nincEtpUoCawefKvMyktDL0naKjYsT32jqsy6ybYG8xDZ5Zi3p2gYamF6oRqilfq8LaLgVsa8kNGOXY1etgu3x9Ean0/jIsrm3zdmn50EsgNI2VTPq928xNE98MuWorlFLVg1CEisFIjzUjYjqFsUoHlz9R0a60gBqgVc6VarXaMhbUbf81g0StWRt5VqahSk+czoet4cOnzxijsZF9F9QPbAOujUqA69ZT21n9nqpf+5osVi/PXVXFgBhHLRlx+rB6b6juEdMNDMdjk2q0J/ifqsdSaws10p/1og2kDe5j3qAKa2yWxHL5bGnfFz3A6+Ut0J9fjG/5uuU6hzMoAFXaApDWvkv7X7Xm61b1Mmy9/JzXSrctD2qDjNK2rJcDSpoGsJSvB2ypheoLjbrZqlcdAagDKtO3zfBX3Lxcn6GUNE86X6vr+rUToIEqqPru0xiStTIOO8Zu4PXNa2rVgPRcWoEgKuie4/ar585v4vC74Ge8d4BSKi5rcX3xVPJT28pIjDQyBljTsayr3jyNLuycI5bYWrKmFE+FakRDnqXivDTnhj5sGupdtHsImh3wf7d3biFWVWEc//3PZc+ZcSw1LUwlFUKICJUwzZCwm0bYq0FQUPTSQ9ZDKELgYxHRWxBdiC5G2U18Ueny0kNmpTVm04UkzWosKCPU5uz99bC+feZkYoEzaw+d9YfDXmedc/b3O3uv/e21vrX2Wnk+ihVtWn3N0CERgl0UBu2ioJEXNKxJs9Hiz1MWZjwhzCJ74uTJsDBSvUbWyFCtHpq45pMLNGphjYj2KYrcFwfPQ5OvvzUAVnBq9BRtykV4jKLd7tR8ao06qoep1rOsHiZnNcPy8Ixnudp9Vs+8NmCoIKxjK68VF3loTthoGOcYHgUgDBIPSwR4VBv5/+qE6xQe+8Pv9hgUxQn3V4YVDchbmPpok2HKQBnSAPX6IKr1I7LO+VcJVV6yCpMtQOh1LNptEGSt/k7AvXzsqVzgCGC0nZO325zwKaUEWJ6HSR+AwcEpNJsNBgYHabX6vXZjnXIw1stovt/yZusXexFmIm7noRMu9wLmrtUvVncUMmp9zdBLWhONWvktdxJlLM3G3pt5bd2XbgzLS4bhKoWv1VK0y068sKJevVanXg/ltSzLpZ2awqqDzUYjNI07KjotCUEYQlLWen1+zBC/LMohFcjHtlILHTtF0fYafCghorsjK9Rey8kOQmwufNbp/BJhVh+Pm3cGUNvYON4y9JCXjtMMmqKVtchqTfprfZCXK/AVvlZvmPYrs7PH/FTe5aqUpN+B4YoxZgI/J4bKGaq2nxgmD8N42L/EzGad6YNJUfMDhs3syioBJO1NDNUzVG0/MUwehom2f/Z6YVJSUtL/VMn5JSUl9aQmi/N7smoAEkOpqhmqtg+JoVTVDBNqf1J0eCQlJSXF1mSp+SUlJSVFVeXOT9IaScOSvpa0cQLtPCNpRNJQV94MSbslfeXb6V2fbXKmYUk3jYP9eZLelXRQ0gFJ91XA0JK0R9J+Z9gSm8H3WZf0iaQdFdk/JOkzSfsk7a2IYZqkbZK+8DKxInJZWOT/v3wdl7ShguNwv5fFIUlbvYzGYege5R37RXiY4htgIZAB+4HLJsjWKmApMNSV9wiw0dMbgYc9fZmz9AELnLF+jvZnA0s9PRX40u3EZBAw6Okm8AGwPCaD7/cB4CVgR+zz4Ps9BMw8LS82w3PA3Z7OgGmxGbpY6sCPwCWRy+Mc4Fug39+/AtwZi2FcDt45/PkVwM6u95uATRNobz5/d37DwGxPzyaMN/wHB7ATWDHOLG8BN1TFAAwAHwNXxWQA5gJvA6sZc35RjwFndn4xj8F5ftGrKobT7N4IvF/BcZgDHAZmEMYc73CWKAxVN3vLP1/qiOfF0kVm9gOAby+MwSVpPrCEUPOKyuBNzn3ACLDbzGIzPA48CHSvKB37PBiwS9JHku6pgGEhcAx41pv/T0maEpmhW+uBrZ6OxmBm3wOPAt8BPwC/mdmuWAxVOz+dIW8ydD9PGJekQeA1YIOZHY/NYGa5mS0m1MCWSbo8FoOkW4ARM/vov/5kPO13aaWZLQXWAvdKWhWZoUEIwTxhZkuAPwjNu5gMYcdSBqwDXv23r443g8fybiU0YS8Gpki6PRZD1c7vCDCv6/1c4GhE+z9Jmg3g25GJ5JLUJDi+F83s9SoYSpnZr8B7wJqIDCuBdZIOAS8DqyW9ENE+AGZ21LcjwBvAssgMR4AjXusG2EZwhlWUhbXAx2ZWzvkek+F64FszO2Zmo8DrwNWxGKp2fh8Cl0pa4Heg9cD2iPa3A3d4+g5CHK7MXy+pT9IC4FJgz7kYkiTgaeCgmT1WEcMsSdM83U8ofF/EYjCzTWY218zmE871O2Z2eyz7AJKmSJpapgkxpqGYDGb2I3BY0iLPug74PCZDl25jrMlb2orF8B2wXNKAXx/XAQejMYxX0PQcgp43E3o+vwE2T6CdrYS4wijhDnIXcAEh+P6Vb2d0fX+zMw0Da8fB/jWEKvqnwD5/3RyZ4QrgE2cYAh7y/GgMXfu9lrEOj5jHYCGhx3A/cKAsc7GPAbAY2Ovn4k1gegUMA8AvwPldebEZthBuwEPA84Se3CgM6QmPpKSknlTVzd6kpKSkSpScX1JSUk8qOb+kpKSeVHJ+SUlJPank/JKSknpSyfklJSX1pJLzS0pK6kkl55eUlNST+gvSZVnZeE8KNgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(0.0, 1.0, 0.0, 1.0)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 5.提取文本（OCR API）\n",
    "\n",
    "import os\n",
    "import sys\n",
    "import requests\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.patches import Rectangle\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "ocr_url = endpoint + \"vision/v3.1/ocr\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://ss0.bdstatic.com/70cFvHSh_Q1YnxGkpoWK1HF6hhy/it/u=2086616194,410665688&fm=26&gp=0.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': \"e0be96ea54e54f349c2d4fee45792071\"}\n",
    "params = {'language': 'unk', 'detectOrientation': 'true'}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(ocr_url, headers=headers, params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "analysis = response.json()\n",
    "\n",
    "# Extract the word bounding boxes and text.\n",
    "line_infos = [region[\"lines\"] for region in analysis[\"regions\"]]\n",
    "word_infos = []\n",
    "for line in line_infos:\n",
    "    for word_metadata in line:\n",
    "        for word_info in word_metadata[\"words\"]:\n",
    "            word_infos.append(word_info)\n",
    "word_infos\n",
    "\n",
    "# Display the image and overlay it with the extracted text.\n",
    "plt.figure(figsize=(5, 5))\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "ax = plt.imshow(image, alpha=0.5)\n",
    "for word in word_infos:\n",
    "    bbox = [int(num) for num in word[\"boundingBox\"].split(\",\")]\n",
    "    text = word[\"text\"]\n",
    "    origin = (bbox[0], bbox[1])\n",
    "    patch = Rectangle(origin, bbox[2], bbox[3],\n",
    "                      fill=False, linewidth=2, color='y')\n",
    "    ax.axes.add_patch(patch)\n",
    "    plt.text(origin[0], origin[1], text, fontsize=20, weight=\"bold\", va=\"top\")\n",
    "plt.show()\n",
    "plt.axis(\"off\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'result': {'landmarks': [{'name': 'Forbidden City', 'confidence': 0.9999793767929077}]}, 'requestId': 'd55c50b2-82d1-4f25-ae28-2a058f7d3a63', 'metadata': {'height': 375, 'width': 499, 'format': 'Jpeg'}}\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 6.使用域模型\n",
    "\n",
    "#6.1 地标\n",
    "\n",
    "import os\n",
    "import sys\n",
    "import requests\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "landmark_analyze_url = endpoint + \"vision/v3.1/models/landmarks/analyze\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://ss0.bdstatic.com/70cFvHSh_Q1YnxGkpoWK1HF6hhy/it/u=3783131861,72002095&fm=26&gp=0.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': \"e0be96ea54e54f349c2d4fee45792071\"}\n",
    "params = {'model': 'landmarks'}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(\n",
    "    landmark_analyze_url, headers=headers, params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The\n",
    "# most relevant landmark for the image is obtained from the 'result' property.\n",
    "analysis = response.json()\n",
    "assert analysis[\"result\"][\"landmarks\"] is not []\n",
    "print(analysis)\n",
    "landmark_name = analysis[\"result\"][\"landmarks\"][0][\"name\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the landmark name.\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(landmark_name, size=\"x-large\", y=-0.1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'result': {'celebrities': [{'name': 'Xi Jinping', 'confidence': 0.9987518787384033, 'faceRectangle': {'left': 317, 'top': 149, 'width': 80, 'height': 80}}]}, 'requestId': '4e7932e9-371a-4fc8-8c0f-4d8d7cef1d79', 'metadata': {'height': 450, 'width': 608, 'format': 'Jpeg'}}\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 6.2 名人\n",
    "\n",
    "import requests\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Replace <Subscription Key> with your valid subscription key.\n",
    "subscription_key = \"e0be96ea54e54f349c2d4fee45792071\"\n",
    "assert subscription_key\n",
    "\n",
    "vision_base_url = \"https://api-computer-zjy.cognitiveservices.azure.com/vision/v2.1/\"\n",
    "\n",
    "celebrity_analyze_url = vision_base_url + \"models/celebrities/analyze\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://timgsa.baidu.com/timg?image&quality=80&size=b9999_10000&sec=1603562889489&di=bb9bc4264c0d7a83af246d1180eb3231&imgtype=0&src=http%3A%2F%2Fimages.china.cn%2Fattachement%2Fjpg%2Fsite1000%2F20150922%2Fc03fd5e7bd1a176b128533.jpg\"\n",
    "\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "params = {'model': 'celebrities'}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(\n",
    "    celebrity_analyze_url, headers=headers, params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The\n",
    "# most relevant celebrity for the image is obtained from the 'result' property.\n",
    "analysis = response.json()\n",
    "assert analysis[\"result\"][\"celebrities\"] is not []\n",
    "print(analysis)\n",
    "celebrity_name = analysis[\"result\"][\"celebrities\"][0][\"name\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the celebrity name.\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(celebrity_name, size=\"x-large\", y=-0.1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
